{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d5e20478",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from darts import TimeSeries\n",
    "from darts.datasets import ETTh1Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4252ee9a-2a77-45f2-b6c4-50b14715b145",
   "metadata": {},
   "outputs": [],
   "source": [
    "series = ETTh1Dataset().load()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cec59e21-fb6d-4b31-95b0-b646e939370c",
   "metadata": {},
   "outputs": [],
   "source": [
    "train, test = series[:-96], series[-96:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f80a4a45-faaf-4a01-9f52-811375838cff",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\lib\\site-packages\\statsforecast\\core.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from tqdm.autonotebook import tqdm\n",
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n",
      "\n",
      "  | Name             | Type             | Params\n",
      "------------------------------------------------------\n",
      "0 | criterion        | MSELoss          | 0     \n",
      "1 | train_metrics    | MetricCollection | 0     \n",
      "2 | val_metrics      | MetricCollection | 0     \n",
      "3 | encoders         | Sequential       | 6.2 M \n",
      "4 | decoders         | Sequential       | 4.2 M \n",
      "5 | temporal_decoder | _ResidualBlock   | 892   \n",
      "6 | lookback_skip    | Linear           | 69.2 K\n",
      "------------------------------------------------------\n",
      "10.5 M    Trainable params\n",
      "0         Non-trainable params\n",
      "10.5 M    Total params\n",
      "41.978    Total estimated model params size (MB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 29: 100%|██████████████████████████████████████████████████| 516/516 [01:03<00:00,  8.07it/s, train_loss=0.00537]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`Trainer.fit` stopped: `max_epochs=30` reached.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 29: 100%|██████████████████████████████████████████████████| 516/516 [01:03<00:00,  8.07it/s, train_loss=0.00537]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "TiDEModel(num_encoder_layers=2, num_decoder_layers=2, decoder_output_dim=32, hidden_size=512, temporal_width_past=4, temporal_width_future=4, temporal_decoder_hidden=16, use_layer_norm=True, dropout=0.5, use_static_covariates=True, input_chunk_length=720, output_chunk_length=96, random_state=42)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from darts.models.forecasting.tide_model import TiDEModel\n",
    "from darts.dataprocessing.transformers import Scaler\n",
    "\n",
    "train_scaler = Scaler()\n",
    "scaled_train = train_scaler.fit_transform(train)\n",
    "\n",
    "tide = TiDEModel(\n",
    "    input_chunk_length=720, \n",
    "    output_chunk_length=96,\n",
    "    num_encoder_layers=2,\n",
    "    num_decoder_layers=2,\n",
    "    decoder_output_dim=32,\n",
    "    hidden_size=512,\n",
    "    temporal_decoder_hidden=16,\n",
    "    use_layer_norm=True,\n",
    "    dropout=0.5,\n",
    "    random_state=42)\n",
    "\n",
    "tide.fit(\n",
    "    scaled_train,\n",
    "    epochs=30\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "82f7f4d5-3187-4189-bbd2-079a2a68e3ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicting DataLoader 0: 100%|███████████████████████████████████████████████████████████| 1/1 [00:00<00:00,  6.24it/s]\n"
     ]
    }
   ],
   "source": [
    "scaled_pred_tide = tide.predict(n=96)\n",
    "\n",
    "pred_tide = train_scaler.inverse_transform(scaled_pred_tide)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ca802522-9b1b-4c2a-a9b9-83ddf5e5c34f",
   "metadata": {},
   "outputs": [],
   "source": [
    "preds_df = pred_tide.pd_dataframe()\n",
    "test_df = test.pd_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e7c5a0f4-2338-4115-ac3a-159e4f88dfab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7jyeeeIJatWrZt8NCqWiRUkeOFPUOEQShaqPd5wsXNvHygoAAqb5XkdAio8LDISwsm/h4lYpnCm2QorAoVa8euLqKKFVZsUuIUq9evQAVLp+fgQMH5v7u6enJ4MGD2bhxY7H7yczMLOL34Orqiru7u+0aW04YDIYC06qE9L1q9h2qdv+l72Xve0YGHDigo3Fj8PY2YjBoDyl6Dh40MGxY2dtqD+Tcm+77kiVLil3Wvn373LS85s2bc3uhtxBtm44dO7J79+4i8ydOnMjEiRMLbPPCCy/kLm/VqhXbtm0rsHzEiBEF9qEd39rzpteLI4KlJCWp6fXrOs6dy4uAEASh8nLyJFy5oic8vOT1tEgoLV0vP3XrwoEDqqKbJNw4PzEx4OKirvF16mRz8KAHsbEqRa8whw+raWFRytVViVqnToHBoDxGhcqDQ7/Gu3fvpkGDBsUunzt3Ll999VWBeSNHjuSuu+6yd9PsRlxcnKOb4DCk71WXqtx/6bv17N/vTlZWHRo1SiYmJhGAgAB3oA7bt6fmznNW5NxXLerXr+/oJlQ4tEgpUC8iIkoJQuUmOxs6d9bRuHEt/vmn5HW1SChTolSdOrBvH1y4YHq54FzExqrz5OqqIqVApelZIkqBSuE7eRLOnZPzXtlwmCi1Zs0atm/fzg8//FDsOuPGjWP06NEF5lXkSKm4uDjCwsKq3Giq9L1q9h2qdv+l72Xv+x9/qGmPHt6E3xhSrV0b9HojMTE+hId726K5NkfOfdXsu2A5KSl5vx8+DLfc4ri2CIJgf86dg8uXdRw7Vvq7XHw8uLtDUFDRZfnNzkWccG6uXoXr16FVK/V3WJiqjhsdbXp9TZRq0qTosvy+UnLeKxcOEaV27NjBu+++y8yZMwkICCh2PXd39wopQJWEXq+vsg/q0veq2Xeo2v2Xvlvfd62AWrt2+twwbW9v9VBy5AgYDDqnDtuXc181+y6YT+FIKVuQmQn/938wdiyEhNhmn4Ig2AYtiPbSJRcyMgyUVG9CE5x0JopzSgW+ioNmcl6vnprWqZMXKVUYo1HdC0JCwIT9ZAFRqkcPOzRWcBjl/sR44MABXnjhBd555x1uuumm8j68IAiCUEHQKu+1aVNwfrNm6sVTzC4FoWKjeUqB7SrwLV0KL7wAjz1mm/0JgmA78md2l2RUfv26Eq2Li4bR5ovZufOT3+QcCqbvFebCBbh2zXTqHuSJUqdO2biRgsOxiyiVnZ1NRkYGBoOBnJwcMjIyyMnJ4cSJE0yZMoWpU6fSvn17exxaEARBqARkZiq/iKiooqNlWgW+Q4fKv12CINiO5GRVHrxGDaPNIqWOHVPT336Ta4QgOBv5RamSrAdLMjnPP18ipZyf4iKlTKXvleQnBQUjpYTKhV0SH2bPnl3AoHzOnDm8+uqr7Nq1i2vXrvHyyy/nLmvTpg0fffSRPZohCIIgVFAOHVLCVNu2RZdpotTBgzB8ePm2SxAE25GcDD4+RiIiYMsWNUJuKmXDEvK/rLz7LsyfX7b9CYJgO2wlStWtW3A9wXkpHCnl42OkZk0jp08XzcssTZTS6qOJKFX5sIsoNWnSJCZNmlRk/q233sqrr75qj0MKgiAIlQgtda9du6LLtMzvgwfLrz2CINie5GQICDDQpIkLW7aoF5LOncu2T+1lpVYt+P57eO21vBcZQRAcS/50u5IEpZIq7+WfL6KU81NYlAKoXx+2b4e0NAr4ipVkcg7g4wPBwSJKVUbEhVQQBEFwOnbtUlNTkVKNG4NeL6KUIFRkMjMhM1OHt7eRpk2NgG3Mzk+eBD8/eOUVyMmBadPKvk9BEGxDwUgpEw7mN9DEJi0iqjABAeDhIaJURaBw+h7kCVSFU/g0b8HiIqVADTJcuqQia4XKg4hSgiAIgtOhRUqZEqU8PaFhQzh6FLKzy7ddgiDYBq3yno+PIXdUvKxm5+np6iU1MhLGj4fatWHOHFWGXhAExxMXB3q9Mff34igtfU+nU8vOnFEV2wTnJSYGAgNVlJNG/fpqWtjs/PBhNahQUuVU8ZWqnIgoJQiCIDgV2dmwd696aKlRw/Q6UoGvcvLAAw9w++23O7oZQjlgSpQqa6TU6dPqBTUyUqWEPPWUuk58+GHZ9isIQtnJzFTV1W66CXQ6Y4mV80oTpbRlqakSMePMZGSoQYH8UVIAERFKScwfKXX9ujrvTZsq0bE4RJSqnIgoJQiCIDgVhw+riAdTflIa4itV8dDpdCX+vPbaa8ycOZN58+blbvPAAw/kLndzc6N27dr069ePOXPmYDAYCuw/IiLC5H7ffffdcu6pYA6aKOXtrYzOPTzKLkppLynaS8sjj0D16vDFFyrdQxAEx3H2rBKNIyKgVq0csyKlQkOLX0d8pZwfTXjM7ycF6jMABSOltEjZ4vykNESUqpyIKCUIgiA4FSX5SWnkr8AnVAzOnTuX+zNjxgz8/PwKzHvmmWfw9/enevXqBbYbOHAg586dIzo6mpUrV9K7d28mT57M0KFDyS6Uv/nGG28U2Oe5c+f4z3/+U469FMwlf6SUi4vyijt1SgnS1nLqlJpqLy3VqsETT0BKCnz8cdnaKwhC2dBEqLAwCAnJ5vJlHamppteNj4eaNcHdvfj9SQU+58eUnxSYTt8zx08KRJSqrIgoJQiCIDgVJVXe0xBRquIRHByc++Pv749Opyswz9fX12T6noeHB8HBwdSpU4e2bdvy4osvsmTJElauXFkgqgqgWrVqBfYZHByMT34jC8FpSEpSU29vlcbRtCkYDHDihPX71F5S8lfbe+IJ5WXy0Ud5xxQEofzJE6WMhITkAJhM4cvKUml+JaXugURKVQRMVd6DPJEqf/qeFikrolTVxNXRDRAEQRAEDaMR/vpL/V5SpFTjxuDiIqJUYUI+NO0OOqjhIOYMmwPA17u+ZuraqSbX+/WuX+kS1gWAm2ffTPTV6CLrNA1qyt/3/22bBltJnz59aNWqFYsWLeKhhx5yaFsE68gfKQUU8JVq3ty6fRZO3wNlsPvww8pX6vPP4bnnrGywIAhlQhOl6taF4ODs3HmNGhVc79w59SxQXOU9DRGlnJ/iRClPT5WamT9SylxRqmZN8PUVUaqyIZFSgiAIgtPw11/qwWTIEAgKKn49Dw+pwFfVadKkCdGF6kk///zz+Pr6FvjZuHGjYxoolEhhUUp7ESmLr9TJk+DmptKD8vPUU2q6aJH1+xYEoWzkF6VCQrILzMuPOSbn+ZeXZJguOJbi0vdApfBdvqwMzkFd+93d81L7ikOnUwMPcXHKSF2oHEiklCAIguA0zJypppMnl77uTTcpUerEidKNMasK554+V+o6D7V9iIfalh5dtOXBLbZokt0wGo3oCpXoefbZZ3nggQcKzKtT2puN4BDyG51D2UUpg0GNukdEqCjK/ISGqmp8ly9bt29BEMqOJh6FhUFoqO1EKYmUcl6Ki5QCda3etEml8DVpogYVmjQBVzPUichIVaU5OlpFzgsVHxGlBEEQBKfg2DH4/XclNvXtW/r6zZrBb7+pFD4Rpaoehw8fpn6hIdWgoCAaNmzooBYJlqD5O2mRUo0aqRFwa0Wp+Hg1ap4/dS8/1avD1avW7VsQhLKjCVB16lCip5S5olRISMH1BecjNlal6tWsWXRZfrNzV1fIySk9dU8jv6+UiFKVA0nfEwRBEApw5Qq8/Xb5v8Bp1bEmT1Yvp6UhZudVl7///pv9+/dzxx13OLopgpXkpe+pSClPT/WScvSoinqyFFN+UvnRRCmj0fJ9C4JQduLioHZtlX6f31OqMJpQVZoo5e6u9ieilHNiMChRql490890migVHW2+n5SGmJ1XPkSUEgRBEArwwQfw0kvwwgvld8yrV2HuXAgIgDFjzNtGM0L/+Wc1wiZUTjIyMjh//jzx8fHs2rWLt99+m2HDhjF06FDGjh1bYN2kpCTOnz9f4Oe6ZlghOBV56Xt5ClTTppCenpfyYQnmiFJZWWr/giCUL+npkJiY5/dWq1YOLi7GEtP3SjM6ByVcJSRAZqbt2irYhsREFb1qyk8KVPoeqEgpa0WpU6fK1ETBiRBRShAEQSjA4sVq+vXXKmqhPJgzB1JSYOJE8PY2b5tGjeD22+HAAViwwK7NExzIqlWrCAkJISIigoEDB7J27Vo++ugjlixZgksh86BXXnmFkJCQAj/PSbk1p6RwpBSUzVfKHFEKJIWvopGUpKJip093dEuEsqBFP2lCk4uL8nori6dU/nXOni17GwXbUpKfFBRM36uokVIrVqj+iThWdkSUEgRBEHI5cQIOHVLldnNy4L//tf8xc3JU6p6LCzz2mGXbvvMO6PUwdSqkpdmnfYLteeCBB7hqQh2YN28eizVV9MbfRqMRo9FIVlYWCQkJrF69mnHjxqHXF3yEiY6Ozl03/88XX3xh594I1qB5ShWOlAL7iFL+/moqolTFYu9edU965x2JhqnI5Dc51wgLg2vX8q4FGvHxanBK+86WhJidOy+liVJ166rnt+hoOHJEpfg1amTevsPClA+Vo0WpL79UKYrr1jm2HZUBEaUEQRCEXJYsUdNXX4XmzZWR+BY7F2FbulQ9lNx5p3nh+vlp0gQefFA98H7yiV2aJwiCHciLlMoTpbSCBUeOWL4/7eWkQQPTyyVSqmKivdhevAjLlzu2LYL1aBFR+UUpTVDKb3ZuNCqBqU4d87wlRZRyXmJj1bS49D03N/V5OH1aXfPDw82PlHd1Vel/p05Z50FoC7Ky4O+/1e/WpJwLBRFRShAEQchFC1IZMQLefVf9/txz9jUHnjlTTZ980rrtX3tNlXt/+20p+S4IFQV7pO+FhqprgSlElKqYaC+2oNK8hYqJKVFK+z1/Ct+VK8p/ypzUPcgbyBJRyvkoLVIKVApfUhKkppqfuqcRGak+K+fOWd/GsrB1a959LP91SrAOEaUEQRAEQJmFbt4MLVqoaIPBg6FnT/jnH1i2zD7H3LMH1q+Hjh2hc2fr9hEaCk89pV4233nHlq0ThPLnm2++YciQIfTo0YN7772XlJQURzfJLpgyOq9RQ1XTOnzYMiH88mX1/S8udQ/yRKlr1yxuquBAtBdbd3dYuVK8gyoqmvCUPxo6LMxYYBmYX3lPQyKlnJfSIqUgz+wcLBeltKhYR6Xw/fln3u8SKVV2RJQSBEEQAJUaYTDAsGHqb50O3ntP/f7CC5CdbftjljVKSuO55yAwUHlTyYiVUFFZuHAhW7ZsYfbs2axfv57XX38dNzc3RzfLLiQng5ubEXf3gvObNlUiU2Ki+fsqzU8KxFOqoqJdzydOVPen+fMd2x7BOkx5SmkCVX5RypLKe2A6BVBwDmJi1HNkSedSMzuHvPRtc7GF2Xl2tiqUow2SWIImSrm5yXOnLRBRShAEQQDy/KQ0UQqgUyfl9XT4MHzzjW2Pl5ICP/ygIp3uvLNs+/LzU2bnGRnwyiu2aZ8glCc5OTnMmTOHl19+meDgYHQ6HVFRUbgXVm0qCUlJUK1a0fnai4klKXzmiFKSvlcxiYlR/jHPP6+KYcyZY990csE+xMUpgSI0NG+eqfQ9Syrv5V9PIqWcj9hYdb5LuoWVJVLKFqLUkiUwdiw8/bRl212+DP/+Cy1bqnbExTnO26qy4OroBgiCIAiOJzUVVq9WD3jt2hVc9vbbyvD8lVdg1CjzjShLY8sWJSLddpsaaSorDz+sIq/mz1fpfC1bln2fglBeJCQkkJ6ezl9//cX333+Pr68v9913H8OHDy+ybmZmJpmFSpG5urpWKAErOVmXK0oZDIXNzvUcOmSge3fz9nXihNqmfn1DsS8Gfn5qnStXjBgMzqFqaP02VMG3GXP6bjRCbKyOunUhNNTIwIE6fv9dx8aNBrp1K6+W2oeqdu7j4nSEhICLizG3z6GhBkBPXFzed1JFPOkJCSn+u5wfX1/w8dERH4/TfK9Loqqc9+RkuHxZz803F7zeFu6/8ptSMTKNG5t3zjVUlJWeEyesv6YfPar2MW+ekZdfNpothq5eDUajnn79jOzfD0eO6Dh71lBAdC1MVTn3pihcLdkUIkoJgiAI/PknpKWpKKnCFW+iolTqxOefq/S455+3zTE3bFBTc188S8PDA956C+69F156yX4+WIJgDxISEkhOTiY2NpalS5cSFxfHI488QkREBG3atCmw7ty5c/nqq68KzBs5ciR33XVXeTa5TCQnRxAUlAVAXL5QiRo1PIEQ3nsvh59/ziqwTceO6UyaVNQUat++IKAaPj7niInJLLIcID3dAwglLi6JmJhLtuqGTcjf/6pGSX2/elVPcnI4zZqlERNznqFDvfn999p8/HEKYWEXy7GV9qMqnPu0NB2XL0fQunU6MTF5rtSZmXG4uUVw+nQWMTEq1Ono0UDADxeX88TEZJi1/1q16hAf70p0dIxZFfucgcp+3o8dcwPqEhiYQkxM0Vxsrf9ubi5APQIDc0hOjrUojc7VVQdEcPhwJjEx1pnNHTyoPm+ZmTpee+06L79sXrWc335T95yWLc8TH+8D+LF9+3natCn9M1vZz70p6ufP0ywGEaUEQRAEk6l7+XnlFZg1S6Xw2UqU2rhRTW0lSgHcfbdq66pVaqTO19d2+xYEe+Lh4QHAhAkT8PT0JCoqiv79+7Np06YiotS4ceMYPXp0gXkVKVIqMxOysnRUr65CJMPCwnJHUqtVA39/IzExbsTEFAyhXLvWmwkTqlP4+TYhQb2Jdu0aQmCg6WOmpampwVCN8HDnuDAYDAbi4uIK9L+qYE7ftWqqjRp5Eh4ezgMPwNSpRlau9GX2bJ8KfX2vSudeRaNAgwYehIeH5/Y9PDyMOnXg/Hk36tULR6eDa9fUd7ldu2CzfaXq19dx+rQOX99wgoLs1AkbUVXO+6FDatq0qQ/h4Xnh9YX7X7cuNGlipEMHPeEllekrhuBgI2fOuFu1LcDly+rz5uVl5Mcf/XjnnWqlfoaMRtiyRYenp5E77qid6yeVkRFcYqXBqnLurUVEKUEQhCpOdraKKvLzg169TK8THAzduqlKeceOQaNGZTtmRoYqp1u/fkHj07Ki18Mtt8CXX6r99+1ru30Lgj0JDw/Hzc0NXb6hfl0xw/7u7u4VRoAyhVZQUEvf0+v1uQ/pQUGqwlph76dvvoEXX4T58/W8/nrBZSdPKiPzoCB9sZESNWqo6bVrOvR65wqnyN//qkZJfdfMq8PD1Tnz9IT77oP/+z/49Vcd48aVY0PtRFU491rFxHr1Cn739Ho9YWE6oqMhKUlH9erKG0qvh9BQPeb+W7SUq3Pn9NSqZdOm243Kft61YKCICNPXW63/en1etdXi7nclERkJmzbB9eu6XN9AS4iNVZ51zz6r44034JNP1LQkjh1T2/Xvr1JHNV+sM2fM+8xW9nNvLfIfEQRBqOJs3gyXLsHgwSUbUt5+u5pqUVVlYccOSE+3bZSURo8eaqqlBwpCRcDLy4tbbrmF2bNnk5mZyenTp1m9ejVdu3Z1dNNsjpaiUVyki7e3MsjN/zNhgvKemzevoKFserp6kY2MLJp6nB8xOq94aGXW80cfjB+vpnPmlH97BOvQBApTA1CFK/DFx6tBMFcLwibKswLfhg3Kr1L7bAqm0aKH6tUzb31r0y7LYnauPOvUZ3DyZHU/+vhjuH695O20qnv9+6up1kf5TJQNu4hSv/zyC6NHj6ZTp058+eWXufMvXbrElClT6NevH+3bt7fHoQVBEAQL0UQmTXQqDi21zxailJa6pwlItkQTurRjCEJF4fnnn+fq1av07duXyZMn8/DDDxdJ3asMlCZKmSIoSF2DYmPh77/z5p8+rV4uGjQoeXtPTyW6iyhVcTD1Ytu8OXToAP/8oyIWBOenJFFKm3fmjBKYL10yv/KeRnlW4PvhB9i/H9assf+xKjKaSGSGlVCZKIsodeWKuheFh0NAADzyiLo/fP55ydsVFqU00Vy7XgnWYRdRKigoiIkTJ9KnT5+CB9Pr6dq1K68XjrsWBEEQHILRCIsXqwiEQYNKXrd+fTVCuHkzXLhQtuNqUUz2EKXCwlRbt25VaYJCxSU9XZVr7tpVpZlWdqpVq8a0adPYsGEDS5cuZcSIEY5ukl2wRpQC01Ey2suI9nJSHDqdipa6VtQnXbAzqanqu2wppiKlIO9zMHdu2dollA/miFJxcXlpfs4sSh05oqZV0KvaIo4dU9fchg3te5yyiFKaiKRdX6ZMUQVzpk/P8yAsTGYmrF2rovmaN1fzQkNVyqlESpUNu3hK9bphSrJp06YC82vUqMGdd97JxYvmVcyoDCWPNapyGUjpe9XsO1Tt/leUvh84AKdOqbK2vr7GUsvxDhumY98+HUuXGnjwQdPrlNb3nBz45x8dtWtDgwalH9MaunXTsWCBju3bDZR39lNFOff2wJZ9v34dhg/XsW6dius/eNBAixZl3q3dEI8I80lKUlNLRan+/dUL6KJFapS7Rg3zRSlQopS8TJYvRqMazGjWzPIoW+2lsbCYcc896gVyzhxVeMMaLxmh/NDS6kwZl+cXpTRRyZlFqcOH1VSuI8VjNMLx40rsuVG/w25o131roiY1EUmLxAwJgQcfhM8+U9eWxx4rus3WrWpQZcSIvJRDNzf1GRRRqmw4tdF5ZSh5XJiqWAZSQ/pedanK/Xf2vs+f7w8E0L37JWJikkpdv0MHd6AOP/6YTt++JYdLFdf3AwfcSUqqQ/fuycTGFi0VbAtuuskXqMnSpVepW9cxoRHOfu7tSVn7npioZ/z4YA4e9MDX10Bysp7Vqy/h52dBvehyxpySx4JCi5SqVs1o0XYuLnD//fD22yqN5tFHLROl/P3Vy0tGhv1flgRFRoY6R+fOKS8wS7TbmBioWVN5jOWnenX1wvjhh/DCC/DFFzZtsmBj4uLUdzckpOiy/J5S1opS2j7sLUpduZIXJV6Fb++lcu6cKmZRHgOCrVqp1Oy1azWzdPO3NRWJ+eyzqlDO++/DxIlKcMpP4dQ9jfBwlVJ87Zq6zwiW49SiVEUveZyfqlwGUvpeNfsOVbv/FaXv+/apO/iYMQGEhweUun69ehAWZmTTJi8CA8NNRjqU1ndttHzgQG+ry/iWxvDh8N//wv79NQgPr26XYxRHRTn39sAWfT99GkaP1nHihI477jBy333K7ywmJojw8EDbNlhwCNam7wGMG6dEqTlzLBeltIiaa9ewuErXunUqXcPZS847G1qlxdRU9d025zyBSve7cAHatTO9/PXX4ddf1Qvk6NHFF83IyoLly1VVVj8/y9ufng5//AG33mqZoCbkERenUpxcXIouyx8ppUVUWSpK1a6t9l0Wo/Nt29R+tEpqptCipEBEqZLQopbKWqXZHLy8lA3En3/CiRMQFWX+tqY86yIi1PVk/nxVVGPChILbaKJU4crO2j5iY3HqiG5nxqlFqYpe8tgUVbkMpPS9avYdqnb/nb3vZ86okaDwcPPLLw8bBp98An/9paMky5vi+p5ncm7+MS2lUSOV8795sw6jUWfyYdjeOPu5tyfW9n3/fhgwQI20TpoEn36q48oVJZzu3m26tLRQ8dBEKR8fy7dt2FAJEBs3wr59SpRyczOdGlSY/BX4LBGlDh2C3r3hP/+Bjz6yvM1VGU2UApUubq4opb30Fzdu4eOjIqQGDlQRDbt3q4iJ/GRnqxfMn3+GN9+El16yvP2vvqqiJn7/XVWoFSwjKUmJwM2amV5es6aKWjxzJi/SyZzvcn5cXNT93tpIqWvXlLDRuTOsX1/8epqfFJRPpb+KiiZKWSIQlYX+/ZVY9Oeflh2zOM+6F16Ab79V15U//4Q33oCmTZUJ/44d0Lq1EjDzk9/sXEQp66iaT8uCIAgCoB6s6tSxbARYq9JnTRU+o1G9TFavnmcSaQ90OvWQmZQEe/fa7ziC7cjIgH79lCA1daqqgOPioiJT6tVTL505OY5upWALrPWU0tCMrr/+WkXf1K9vOgqjMPkjpSzhwAE1lRdRyyksSplLcS+M+RkwQIlOR46o6Ln8GAzw0ENKkALr7gNZWSpaAiQyxlpKMjkHda+uW7ds6XugIrGuXLHOUP/QIWVg/e+/Jd9jtEgpvT5PbBOKcvy4mpZHpBTkpdJpUUzmUthTSqNpU1i2TE1/+UU9q44bpworGI3qOaUw2j7EV8p67CJKZWdnk5GRgcFgICcnh4yMDHJufMszMjLIysrK/b2wkbkgCIJQPly/rh6sLH0A7NFDvdwtX255RbSjRyExEbp1M+8lsixo6RxapT/BudmzR6XrjBypRibze0O0a6fSf44edVjzBBuS5yll3fZ33qkEra+/Vi+T5kbf5I+UsgQtRVBeQi0nvyi1f7/525lKrTHF//0fBAbCu+/CwYNqntEIjz8O33yjXixdXAqmXpnLihWQkKB+v3LF8u2Fkk3ONerWVdXOtM+HtaIUqEENS9E+G2lpJd9jtPU6dVJTESpNU57pe6BEo+Bg+PtvJSSbS2ysitTz8iq6bPBg9XmcN08JqvPmKb8pKOonBXniuYhS1mMXUWr27Nl07dqVxYsXM2fOHLp27cqKFSsA6Nq1K7feemvu73fccYc9miAIgiCUgrWh8m5uMGQIXL6sjB0tQROIivP/sCU9ehQ8puDcbN2qpjcK+BagbVs13bWr3Joj2JGyeEpp2919d17ZbnNFKc2A1lpR6vp1y7YT8s412D5SCtRL5fTp6mV0wgQV6fLccyrSMjIS1qxR02PHLB9EmTMn7/fLly3bVlCUFimVf9mRI8r3y5rrgiZKnT1r+bb5Bcvdu0tez8srz8BbRCnTHD+unhNLE5RthU6nopeSk/OeI0pD86wr6fqiFdY4elRZVtSurZ6Xu3Urum5+TynBOuwiSk2aNIkdO3YU+NGEqMLzly1bZo8mCIIgCKVgzghmcWgpfIsXW7adJhBpgpE9ad5cRUZs2KBGzgXnZts2NdVGofOjmR3v3Fl+7RHsR1lFKchL4QOJlHJm8kdKHT2qItvMwdxIKYD77lMvpVu2KO+vDz5QQseaNariW9Om6rinT5vf7vPnlY+UZm0rkVLWYYkoBdZFSUFeZT9rIqXye0Xt2WN6nbQ09flp3DhPyBBRqig5OcpwPDISXMvRudrSFD7t3JlzffHwUNU+4+LUNaywdx1IpJQtEE8pQRCEKkpZRKkBA9TD+pIllgk+Gzao8t5a5Is90etVRNalS9albgjly9at6mGvZcuiyyRSqnJhC1Hq5pvVCyKIKOXM5BelsrPNT8E1N1IKVKTEF1+oKJaNG1Uqz5o1eds2baqm+cWH0liwQL1gjxmj/hZRyjrKS5Qqa6SU5qtZXKTU8ePqWadJk7z2isdcUWJiVNRieaXuaWjV8MwVpSy5vmi4uannV1P4+kJAgERKlQURpQRBEKooZRGlqlVTDwHR0aoCljnExKgH1M6d80af7Y0WkaVV/BOck4QENQrdrp168CtM7drqZWX3bmVgLFRsNKNzaz2lQAkR//sfdOxoOp3CFNYYnWdk5F0rRZSyHE2UCgpSU3N9pWJilMgUGGje+g0aKGGqY0dYvbpgFa4mTdTU3MEJo1Gl7un1MHmymifpe9ahfXdKEqXyP4NY8zwC1otS6enq3tOihfqM7t5teqBN++w0bZrXRomUKopmcl5elfc0goOhVStlVm/Od9UaUao06tVTnz+xy7YOEaUEQRCqKGWpdAMwbJiampvCV56pexpidl4x0FL3Oncufp127ZSYoT30ChUXW0RKgTLF37YNatQwb31rIqVOn857Sc3IUD+C+WiilPbdNsdXymBQL/zh4QULHpTG2LHq81C4sqsWKWWuKLV1q4qqGjAAmjVT8yRSyjri4tRAQ61axa/jyEipY8fU561pU2jTRgkapsSm/KKU1l4RpYpS3ibn+enfX12r16wpfV1L0oPNJTxcHV97thYsQ0QpQRCEKkpZIqUAbrtNvTA4syjVtq0Kt16/XnylnBnNnNSUn5SGpPBVHjRRysenfI9rjdG5lrqnIdFSllFYlDInUur8eZUCZKsoBksjpebOVdPx45XZcfXqEillDUajEm7q1MlLjzOFLT2lLBWl8otNbdqo302l8OVfr2ZN5TMkolRRHClK9eunpuak8NkrUir/vgXLEFFKEAShinLmjHpQDA62bvvgYOjSRRmDmuMTsnGjGjEtSXiwNW5uqo3x8SrVUHBOzI2UAmV2PvXvqczfOx+DUXL5KiLJySqFt7zSeDWsiZQqLEpJBT7L0ESp5s3VAIE5kVK2jmLw81Nix+HDpQ9OpKTAjz+qtMEbNZqoUUMipazh2jX1XS8pdQ+UF4+Xl/rdWlEqKEgZa1tqdK75jJUmSh05op6XoqLUYFzdukqUksGugjgqfQ9UGrenpxKlSjsvmnBk60ip/PsWLENEKUEQhCrKmTNKWDLl4WMumgnsggUlr3fhghKu2rcv3ijSXmiRWZLC55zk5MD27Wqku6SoPU2UWn90D29tfIupa6eSkS25VBWRpKSyp+5ZgzWeUpooVb++5dsKeaJUtWoqFS46Os9TrDjsEcXQtKkSFM+fL3m9X39V7Rs9WkXDgBJNkpJU9JZgPuaYnEOeyAPWi1J6vbqHWBsp1aRJ8aJUTo56fmnQIO8zERamKvKJWFmQY8fUM56WTlmeeHmp573Y2LyIreKIjVXtNNezzhy065WYnVuHiFKCIAhVkLQ0VZXO2tQ9jbvuUqLWt9+WbED9++9qWp6pexpidu7cHDmiXvg6dy7ZPyYkBGoHG9ld+0mMGJnWbxpebl4YZai6wpGcXDaTc2vx8VHpWNZESmnpoyJKWUb+VE3N6+ngwZK3sYffi7kpfHPmqOn48XnzNM8yS6s2VnU0bx1znjMaN1aRTmURIkND1TlKTTV/G63yXqNGKrrHx6eoKBUdrbzkNG8yELNzU2RkKEG5USPLvOBsSf/+alpSCp+1nnWlIel7ZUNEKUEQhCpIWU3ONQICYMgQdRPetMn0OkYjfPSR+n3s2LIdzxo6dlTCmURKOSfm+Elp1On7Kzlh62lfszvebt40+6wZi48stmv7BNtiNCqhwhGRUjqd8pWyVJRyc8szvBZRyjK0SCkfH1XhDEr3lbJXpBSULEqdOKH8B9u2VZW8NAIC1FR8pSwjIUFNa9cufd1PPoG//86r0mgNmq+UuSl8hSOg9Hp13uPi1KCdRn4/KQ0xOy/KqVNK8HFE6p6GOaKU5llnS9EbJFKqrIgoJQiCUAWxZASzNO67T02LS+Fbvx727lUPCzfdVPbjWYqXlxKmjh+33G9CsD/m+EkBpGencyryWTDquMNnBt5u3hxKPMSiI4vs30jBZmRmQna2Y0QpUCl85opSBoOqvhcRkSdMiChlGflFKS1SqjRfKXv4vZgjSs2bp6b5o6QgL1JKUrUsQxOlatYsfd3w8LxqudaipYyZe583FQGlpfDt2ZM3L7/vlIaIUkVxpMm5RvPmypZi3Tp1rzGFPURvyDPAl0gp6xBRShAEoQpS1sp7+RkyRL3oLVwI6elFl8+cqaZPPln2Y1lLr15qak6pYKF82bpVjVC3b6/+TstKI9uQXWS9GVtncFUXDbvHc+VQW3qE9yDAK4BlR5eRmVPM06fgdGh+Qo4UpZKTlTBWGvHx6qU1MjKvcp+IUpZhTaRUbKy6JpQ1kjc/5ohSv/yiUshGjSo4XyKlrCMxUU3NEaVsgSZKmesrZUpsMuUrld93SkNEqaJoJueOFKV0OlWFLzk5Lwq7MPYQvUFds+rVU9cvcRWwHBGlBEEQqiC2FKU8PJS31LVred5RGqdOwZIl6iFlwICyH8tazAnpFsqfpCQVNdGihXppBZjyxxS6zO7CwYSCxjP3t7qfMU0mwZq32LkTXPWuDGs8jGsZ11h7eq0DWi9Yg+Yx5AhPKcgzOzenip7mJxUZqSq4mbudkEd+Uap2bWUsbE6kVGho2YpwFKZ2bXXuixOlYmJUKleXLnkilIZESlmHJkrVqlU+x7NUlDKVlleSKCWRUiWjRUo5Mn0PSn/e09LrbB0pBUqUSk/P++wL5iOilCAIQhXElqIUFJ/C98knasRo8mQ1iuQoOndWL0WrV8sIljOxY4c6H507g9FoJNuQTXxSPP+e/Ze2s9ryzsZ3cqOmQqqFMP+uL6jpXZtdu9R2I5qOAGDRYUnhqyhoopQjI6XAvBS+/KKUREpZR0qKil7w8lLTFi3UC5uW2lWYa9fUj61fGHU6JSqcO2f6HK5erabaC21+JFLKOpw9UspUBFSzZipaThOljEa1XkhI3jUA8kQp7VlKcI70PYC+fdX0jz9ML7dX+l7+fUoKn+WIKCUIglAF0R6kbJUe0bWr8l1ZsSLPIDQpCWbPVg9yjjA4z4+7O/TurQwuSxulF8oPLby+aftEIj+K5IsdX7D0nqV8c/s3eLt58+LfL+L9ljff7PkGUC+W7dqpiIXoaOjboC++7r4sPrqYHEOO4zoimI2jRSntxVJEqfIhJUWVXtcGJTRfqeJS+OwZxaCJD1raVn60qApTopRESlmHJZ5StsBSo3NTEVAeHkqYOnpUVfG7cEFdK/KvA+oz4eUlkVL5OX5cCbiBgY5tR3CwKlawY4dpgdJe6XsgZudlQUQpQRCEKoitqu9p6HQwZoyqaLJwoZr3zTcq1WXCBMe9gOanXz811UbELWFz3Ga+3/+9bRsk5JqcxwbM4fTV01xJu4JOp2Nsq7EcfPQgQxsNJcuQxQNLHmDXuV2AEqUAdu0CT1dPJradyH0t7yM1y4I64ILDcAZPKRBRqrxISclLzYU8X6mDB02vr73M2eOFsThfqZwc+Osv9ULdtm3R7SRSyjoSE9X33NOzfI5nSaRUcRFQoFL4DAbYty9PwMwfTQXqmScsTA3wSfS1Gmw4e9bxqXsaw4er6eLFRZfZw7NOQ7tuSaSU5YgoJQiCUAU5c0aVXrblw6KWwvfddzoMBvj4Yx16PTz+uO2OURbK4ivV55s+jF40mqVHl9q2UVUYo1FFSvn5G/gt7ktc9a481Pah3OWh1UJZes9SFt65kE8GfUKbYGX2ob007typph8O+JAP+n9ANQ8HmRQJFuEsnlKWiFINGogoZS3JyQVFqbxIKZ3J9e2ZWlOcKLVzp4qC6tsXXFyKbieRUtaRmFh+flKgInTc3MwTpYqLgAJo3VpNd+82HU2lERamCiGIf5BzmJznZ4TK7GeRicz+mBglSLm62v64EillPSJKCYIgVDGyslQam638pDQaNYKOHWHLFh3z5vlx4oSO4cPt83JhDY0bqz5v2GC6SmBxnLl+hoycDABe/vtljDIsahNiYtSLQWT/Pzh99TS3N7mdkGohBdbR6XSMbDaSxzo+hk6nXmK1SClNlBIqFo5O39NEKXPEpZMnVfSFl5eIUtZgNBaNlNJEqeIipeyZWlOcKFVS6h7kiVISKWU+aWnqu15eqXugopdCQ80TpUxV3tPIb3ZemigFksIHzidKNW2q2rJuXZ6lBKjr9/Xr9nsulUgp6xFRShAEoYpx7px6WbC1KAUqhQ/gnXdUvsPkybY/hrXodOqlIy0NNm0yf7v10esBaBTYiDVj1+SKI0LZ0FL3kpt+DsAj7R8xa7t69dSIuGZ2DvD7sd/p800fdp/bXfLGgsNxFlGqtEipy5fVOpGR6m8PD+VNJ9X3zCcjQ6VB5Rel/PzUd/jAAbWsMPb0lIqIUOexOFFKS/EujJa+J5FS5pOYCOgMZEf9yqXUS6WubytCQtR3VKv6WBymTM41LImUguLNzuPi8qwSKjvOUnlPQ6dT0VI5ObB8ed58e0ZigvpM6HQiSlmDiFKCIAhVDFtX3svPPfeAq6uRnBwdbdsa6dbN9scoC9pIuCW+Uuui1wHwxZAvqOlTjsO+lZytWwH/WE7qf6dRYCN6R/Q2azudTqXwXbyYN0J9IeUCa6PX8uvhX+3XYMEmOFqUMtfoPL+fVP5tJVLKfDRhIL8oBcpXKiVFR3x80fwZe0ZKubio6IlTp5RgBkrA2LJFiRPFHdPHR6X6SKSU+SQmAhHr2NnwToKmBXEh+UK5HFfzlSrN7LwkscnPT33v9+9X4qmfX56Jen5KipTKyYGbb4bBg81ve0XGWSrv5cdUCp89ry+gBi5CQiR9zxpElBIEQahi2NrkPD81a8KAAer3//zHiLMFFd1yixI1LPGVCvQOpEGNBnSu2xmA7fHb6TanG+eTz9uplVWDbduATB+e7fgq/+32X4si0LQUPq16322Nb0Ov0/Pbkd9s31DBplQUo3MRpcpOcaJUs+YGwMjRo+5FtomNVely9vIca9pURWhp6UZr10J2dvGpe6DuGQEBEillCYmJQPXTuX+nZaeVy3HNNTsvSZQClcKXkaGsDpo0weSzjDawZ0qU2rlTPWsdOACZmea1vSKjfZ8aNnRsO/LTvr06R3/8kTcYYs9ITI169VTKYGnRekJBRJQSBEGoYtgzUgpgxgwjr756idGj7bP/shAUpKJsdu8235z03b7vcvKJk3i5eQHwx4k/2BS3iYnLJoq/lJVkZqr0u8jQQN4d9AoPtH7Aou379lVTLSw/yDuInuE9OZR4iCMXTdR7F5yGimJ0XpwolZKiRAyhdLSXssICZEK9L+G+Afx7rGD0TGamEhPs+cJY2FeqND8pjRo1VKSUXPLNIyEB8FUDNx8N/IiI6hHlclxLRKniIqAgz1cKiheuSoqU0j5XBgNER5fclsrAsWPqf+mo67opdDpVhS8jA1atUvPsnb6Xf98SLWUZIkoJgiBUMewtSjVoAPfff91kFSNnQPMN+esv67Z/odsLtAtpx7Jjy5i/d77tGlaF2LsXMoxJdO5s3fY9eihxYfnyPIFgeBNVA3rennk2aaNgHxydvmeu0XlxohSIr5S5mIqUOnP9DD9feR4a/MWmyytZdmxZ7rL4eCX62Cu1BkyLUm5u0LNnydsFBCjRLK18An4qPImJQDWVQ9c6uDUACSkJjPhpBOeSSsmtKwOayFSSKJWUpD5rTZuajoAC24lSkHctqaxcuqQEW2dK3dMonMJn7/S9/PsWXynLEFFKEAShimFvUcrZscRXavau2czeNZvUrNTceW4ubnxz+zd4uHjwxKoniLkqTx6W8u+/wKhhbGjSnitplufEuLnBkCEqnWbjRjVvZLORVPesznub3mP5seUl70BwGM4iSlkbKQWSwmcuhUUpo9HII78/Qkp2ErpNz3Oo3gv8b8P/ctcvjyiG/KLUqVNw4gR07Vr651Eq8FlGYiK5kVLBvsEAfLHjC3478ht95vfhQqp9PKbM8ZQqqfKehjmilL+/igwqbHSu+ZRpVHZRSkvdcxaT8/x066Yi5JcvVxFTWvSSPUUp7folopRliCglCIJQxdAeoOzhKWUPdp/bzf2L76fWtFpM/Xtq7vx/4/9l+bHlZBssy6Xp0gW8vdVIZmmpGO/88w6PrngUHQWHU5vVasZbfd7iesZ17vz5TjKyMyxqQ1XGYDTw0+EFUH8tXt4GqntWt2o/t9+upkuWqGmwbzCrRq/i3hb30rdBX5u0VbA9jvaUqlZNRUeYI0r5++dVXgOV7gMSKWUuhUWpnw7+xPJjy2kX0o7GZ9+ACy3YeXY37bpcp2NHeOghtZ49XxijotT5P3Ikb2BC80EsCanAZxkJCcCuB3m8ybvU8VMPGy/3eJmH2jzEscvHuPfPe+3iy2hO+l5Jlfc0goPVT2nrhYWpqKv8lSQ1n7KbblJ/V3ZRyhlNzjVcXWHYMHXf+ftvJRQFBNj3/qNdvyR9zzJElBIEQahinDmjXq6cKfe/MDmGHBYfWUzPeT1pO6st8/fOJz07HW8379x1Zu2cxa0/3MpDSx+yaN8eHipVIz4+b8TUFHHX4jh55SSd63bO9ZPKz5Sbp3Bb49vYe34vW85sMbEHoTAbYjbQ+evObAgaC0Ydr/R+2SKD8/wMGKAq3SxZkicudqrbie9GfIenqycA1zNEPXA2HO0ppder619JolRamro+REYWTO+RSCnL0M61jw9cSr3EEyufwFXvyuzbZjPidleI6QE6A7sStvDvv+rl3dtbpefaCy8vqF8fjh7N85kpzU8KJFLKUhITgRODePbm53Pv23qdni9v/ZLxrcdz+vpp+i3oR2KKmeaOZmKJKFVSpBTAmDHQubOyJCiOunUhKwsu5Av80lL3Hn5YTSu7KKVFSjmLKGU0Gnnvn/f4ZPsngPKVAvjhBxVBZ89ITMgTpUyldQrFI6KUIAhCFcJgUA9rzpy6ZzQa6Ty7M8N/Gs6GmA10rNORH+74gUvPXeK/3f+bu96IpiMI9w9nwb4FHL90vMR9rjy+khE/jWDWzllAnq9USVX41sesB6BXeC+Ty/U6Pd/c/g2bxm+iV4TpdYQ8Jq+cTM95Pfn37L/oTgyk/h97Gd1mhNX7q1ZNVVOMjoZ9+4ouXx+9nvoz6/P7sd+tb3Q5M3HiRLp06UL37t3p3r07TzzxhKObZHPyCxWOonr1koWl0zeKhuVP3QMRpSwlf6TUL4d+ITE1kee6PEer4Fb8739GZkxRISgvfL6BrCz1cp+UBB072rddTZsq4XH5cpXa07p16dtIpJRlaIVEatYsOF+v0/Pl0C8Z3mA4hy4eou+CviRnJtvsuDVqqIEnW4hS06apNDxX1+LXMeUrpfmU3Xef2rayi1JapJQzpO8ZjUaeXf0sL6x5gf+s/A9Go5FbblHPCz/9pNaxtyhlTgqpUBS7iFK//PILo0ePplOnTnz55ZcFli1btozBgwfTs2dPXn/9dbKysuzRBEEQBMEECQkqrNyZRSmdTsfAyIHc3exutjy4hW0PbeOe5vfg5uJWYL1BUYN4qftLGIwG3tv0XrH7S8pIYtyScfx25Ldcoal/fyBiLV/t/bTY1Lt10esAShScqntWp0OdDoBKS7OngWtFp3t4d1rWbsknHf/E+O1KukS2KPM+C6fw5ScpM4nrGde5Y+EdrDm1pszHKi9efvllNm7cyMaNG/noo48c3Rybk5ysXhrd3Epf115oolT+lJv8mPKTAhGlLCW/KDWp/ST+HPMnU3vmpWB3DlHXzn/ObMDVVb3A68thuFwTI7Kz1QCFOceUSCnLuHAlGZcH+jP937eKLNPr9LzX5T3uuukuBjUchI+b7RRqnU6ZnZckSh05oqJs69cv+/EKi1L5fcqqV1cCyKlTxV9rKgPHjqn/e0kRZeXFK2tf4cMtH+Lt5s2pJ06h0+nw9FQelJmZah17pgcDBAaqa1lpFSCFgpSg/VpPUFAQEydOZJUWF3uDEydOMH36dD755BPCw8N57rnn+Prrr3nkkUfs0QxBEAShEBXF5PyN3m+YldY1ttVYXl//OvP3zufVnq8S5h9WZJ1pm6dxIeUC41qP47muzwHK68Gry1wOhi/g8d/389WwL4psty56He4u7nSuW3qJuMycTEb8NIKjl46y7cFtZvSw6nFH0zsY3mQ4X3+lyjK2a1f2fd56K0yapESpV14puGxoo6F8P+J7nvvrOZOfi4pMZmYmmdoT9g1cXV1xd3d3UIvMJylJh68vGAxGDDfe1Azl/MZWvboOo1HHtWuGXKEpPydOAOipX99Q4GVSpRzquXrVYJOXTEf1v7xQUXF6vLzU/+uW+rcAqr8Gg4Fa3rWICohie/x2UjNTc9Nu7U3jxqpdAH37mnculUG+nsuX5dybQ0JaPDkRq9l93q9IHw0GA656V+YPm4+riytGoxGj0UiOIQcXfdnL9oaG6oiO1vG/Ne/Tqk4TBkcNRq9T5zszE06c0NG0Kej1xjKfS+XNqScuTn0u/vhD/d2vn/q7QQMdJ0/qiI83UKdO5TzvcXE6QkPB3b30/6c9+//2xrd5c+ObhPiGsO7+dYT7h+ce5/bb4ccf1WegXj3bfIdLIiREx9mz6j6nURnPvbnozVD+7SJK9erVC4BNmzYVmL9q1Sr69OlDs2bNABg/fjyvvfZasaJURX7oKkxV/iBK36tm36Fq999Z+66MF/XUqWMscLO0JWXpe1JGElfSrxDmF2aWKOWmd+Ppm5/mqT+fYtrmacwYMKPA8jPXz/DB5g9UVbZb3iPQOzC3Xf28nmfp1fV8vXsWhn8nEEJbQI349RqcyJnrZ+hcpzMeLh6l9sVV50potVB+P/4745aM4/86/V+p22TlZHEt4xpB3kGl9rOiUPjcG41Gxi4eS6c6nXi84+Po0LFzpxHQ0aZN2R8Ma9eGTp10bNumIzraUGQE9I6mdzAkagierp52/y6a89BlDtOnT2f69Ok0atSIKVOmEGUiJ2Lu3Ll89dVXBeaNHDmSu+66yyZtsCfXr9fD399ATExeyaq4cjbfcHOrBfhw8GA8deoULZSwZ08A4I+v7wViYtJz52dleQO1iY6+SkyM7cKlyrv/5cXZs9XB3ZVfLrxDzpYmdA/tXmSdaZ2nEeITwoV4+1RjM0WNGh6AyrFp2vQMMTE5pW6TleUFBHP69HViYmyXw1cZz31Gho5UvTqfvkZfYoopQ3Y2Pi+U5KfjP7Ho5CI+7/U5AZ4BJtc3F3//WuCTwhubXibYpzbrhq/LFaWOH3cjJ6cu9eolExNTdj8rd3dPIISDB5OIibnMkiXq2tK8+TliYjKpVSsQ8GPz5gt07Jh3Laks5z0jAy5dqk+LFhnExJgfGmTr/v90/CembplKoGcg82+Zj8t1F7ac34KLzoXa3rVp1kyHu3s9MjP1eHomEhOTWvpOy0BgYAhxcZ4cPRqDp2fBZ+3Kcu4tob4ZYYl2EaWK49SpU3TMlyjesGFDzp8/T2pqKt7e3kXWr8gPXcVRFT+IGtL3qktV7r+z9X3//mpAEJ6el4iJSbLrsazp+6qYVTy6/lEmt5rM5FaTzdqmf2B/hoQPoVuNbkUefp/d9Cxp2WlMaTWF5MRkksnzrhjQNoiln0yHu+9kzvn/wJx/wKgeXH/6qTq7lu/mcsalYh+oC/NU06fYErOFpceW0q56O+7T3Vfi+s9vfp4lp5Ywv998Ota2s4lKOaOd+7ikOL4/8D3xl+O5tfatAGzZEgp4EBAQS0xM2YXRHj382bYtgG++uczYsfb9TJeEOQ9dpfHEE0/QoEED9Ho9P/30E0888QS//PILPoUMmMaNG8fo0aMLzKsIg3ZGI6Sm6ggP1xMerkax4+LiCAsLs5moZw4hIUrw9vGpY9JfJCFBLe/SpXYBoVNLT3FxqUF4ePUyt8NR/S8vXF11UGMfi5PewefCaMbcPCZ3mdb3IW2GlHvf/f3BxcVI06bQqZN5YcNaBTaDwZ/wcL8yt6Eyn/u4OMB3OwBRIVGEF/qSFe67wWhgw+YN/JvwL3f8cQeL7lpE6+DWVh8/MlIHV78g25jFhHYTCK0biqveFRe9C1tu1CRp29aH8PCi756Wkpampteu+VGnTjW2btURFGRk8OAQ9HrlV/bdd5CcXJvw8Mp33rXHo4gI9yLn2RT26v/oGqNZfmY5nw76lBa1W/DnyT8Z9OsgpnSewgf9PgBgwAAdy5bBzTfXtLuvVESEjj17wM2tXu6xKtu5tzXlKkqlpaUVeLDyvVGPsThRqqI+dJmiKn8Qpe9Vs+9QtfvvrH1PS1MvWy1bBhAeXrbRyOIoS98TYhIA6BTZyawHHI2lDZcWbYfRgNduLyJrRPJy/5fxcPUosHzSJGja9Ham7L6FvWFreHLOfPoEjuXdd3Vs3uxO6vXGdGlrUfP5bdRvNP60MfOOzOO/ff+Li4vpVIQraVdYenopmYZMHt/4OFvHb6V+DRsYXDiYwud+20GVytg9sjvh4eFkZsKxYzoaNTLSvLltjB3uv18Z0m7cGMjUqfb5TJcXzZs3z/39/vvvZ+nSpezfv5/OnQumkLq7u1fIZ6H0dMjJUeW49fq8SEi9Xl+u10nNHygpSW/ST+jUKeU5ExZWcLm23fXrugLtLyvl3f/yIjUV8FMRcfX865nso16vBx1EX42mQY3yMaUJCFAm53XqYPZ5DAxU0ytX5NyXxsWLgK/yVwypFlJs/7S+69Gz5J4lPPPnM3y0/SO6ze3G17d9zb0t7rXq+KGhRjB+jQ49GTkZBE8PZsk9S+gV0Yu1a9U6PXva5jxqovWZMzp27tRx7RqMGnVDkAUaNlTLT58ueC2pLOf9/Hk1rVPHsv+nrfsfVj2MjeM25kbYNw5qDMCJyydyj/PZZ3DPPdC2rf3/75rZ+fnz+tzPgEZlOfe2plxFKS8vL1I010Mg+UYJFlOCFFTch66SqMofROl71ew7VO3+O1vf4+PVtF490y9jtsSavh9MPAhAq+BWVv3fElMS8XD1wM/DDz16FoxYQHJmMl7uXibX790bvm/+Ea2+aMVPl17k3TGjuHLFg83x65n3XXvat7fMgLVhYEMGNRzE78d/Z0v8FnpEmK5tvvDQQjJyMmgU2Igg7yB8PXyd6nNSVrRzv/PcTgA61OmAXq/n8GHl6dG2rfkvg6Vx002qFPX69TquX9fd8H6pHFSmzwSoymqgRClHon1Grl4tuiwnR1Xfa9AACmvKYnRuGSkpgL+KmgzzK97Xrc2XbThx+QRXn79apKCFvRg40LL1pfqe+SQmAr5KrQjxDTFrGzcXN2YOmkm70HZMXDaR0YtGs+PsDt7v9z6uesteV1MCN0PmERq7DKJdaDuuZ1xn4cGF9AzvxZ9/gqcndOtmaa9M4+urridxcXnVfPv3z1uuFUuorBX4NDNvTYQpT1IyUxi/dDyv9HiFZrWaFbB8qOdfD3cXd45dOpY7r25duNc6ndNitP+HmJ2bT7k+7TRo0IATyj0SgJMnTxIcHFysKCUIgiDYFmc3Ot+fsB83vRtRAZbXFl5xfAURMyP4aNtHpGfneTf4upf8BnxTzZuYOXAmi+9ZjIerBx37xsG4XsxKuZXsonYzpTKu9TgAtp7ZWuw6c/fMBWDZqGWsvX8ttX1rW36gCsCOczsAaB/aHoCdSqOyicm5hk4Hw4apSlorVthuv+VNUlISW7duJTMzk6ysLL777juuX79eIHqqonNjLPKGYbjj0MQlU6LUmTOQlVW08l7+7USUMo/kZMBPiVJ1/Yq/6TSv1ZzUrFR2ndtVTi2zHKm+Zz6JiYBbGnpcCfYNtmjbsa3Gsmn8JsL8wvj18K9cS7f8y7YjZzYAUUkP5Vb3+/Xwrxw+kkNsLPTsqYQpWxEWBufO5d1/+vXLW6al/FZWUercjYLDjhClXvr7JRYeXMjH2z8ussxF70JkjUhOXTlFtsGKB7kyov0/zklBZrOxiyiVnZ1NRkYGBoOBnJwcMjIyyMnJYeDAgfz9998cPnyY5ORk5syZw5AhQ+zRBEEQBMEEZ86Al1feA7YzkZ6dzvFLx2kS1MSq0fIOoR0wGo3M2DqDDl914MElD5r9MPJoh0fpWEf5Ov2buA6ArOM9+Osvi5vB0KihbBixgWe6PGNyeUa2ipDq16AfjQIb4e6iIoIPJhxk+pbplh/QAWRkZ/DFji84cflEsesYjAZ2nt1JaLVQQqupJ7RdN94521qYFlkaw4ap6eLFtt1veZKdnc2nn35K3759GTBgABs3bmTmzJm5VgeVAU2UcnSXSoqU0l4eRZQqOwUipUqogNmjnooo3RCzoTyaZRXu7uDjI5FS5pCYCKyaweyIDFoFt7J4+3ah7dg5cScr7l1BoLfKm/xu33f8eOBHMnMyS9zWaDSic0+FpBA8Y4fi5ebFrY1vJSElgc9Xqs9X/kgmWxAWpiIst2+HZs20inwKHx8IDq68opQWCRRiXkCczdgct5mPtn1EnWp1eK/veybXaRTYiCxDFjFXzfMFtSUSKWU5dknfmz17dgGD8jlz5vDqq69y6623MmXKFJ566ilSUlLo06cPDz74oD2aIAiCIBTCaFSiVN26KrrE2Th68Sg5xhya17IuMqSmT00mtpvIzG0zuZR2iSZBTSwO+z+ffJ6xi8eqP6J7sWCB5Wkebi5u1PUtPirAw9WDb0d8i9GYZ/KdY8jhzp/v5MjFI9TyqcWYlmOK3d4ZmLltJs//9Ty31L+Fv8aaVu7ir8fjonehQ2iH3HlapJStRanOnaFWLVi5UlUD8vAofRtno0aNGixYsMDRzbArFV2U8vZWKX0iSplHSgoQWnr6Xo/wG6JU7Aae7fpseTTNKmrUkEgpc0hQ1pDUrqXH2iztmj41qelTE1D3x/+u+S9x1+Oo7VObCW0nMLnzZJOVa3U6Hd+P+JGA2qlcuFkN+Nx10138eOBHlp1cCPS2iyilYWrfkZGwaZO63viV3SPfqXBE+l56djrjl4zHiJEvh36Jv6e/yfW0iPvjl48TGWDigm5HNJFORCnzsUuk1KRJk9ixY0eBn1tvVVV3br31VlauXMmGDRt47bXXKp1nlCAIgrNy5YoyGnbW1L0ArwBe7/U6I28aafU+nunyDG56N9z0brx7y7sWbz9uybjc32tldua33/J8cCxl/4X9JUY+ZWfrckO7XfQuLBi+AC9XLx5a+hC7z+227qDlxFM3PwXAmtNrSM5MNrlOmH8Yl5+7zPzh8wGVErV3r3pAt7Xvk4sL3HqrEj00I1vB+XA2UcqUuLR/v5pq1dbyo9Opl8rr1+3WtEpFSgqweB5r7ltLgFfxRQiaBDUhyDuIf2L/wWA0WH285ceW035We7rN6caQ74cwZpFtxf2AACUsGKxvYpUgMREI2YmxWrxN9ueid+G3u39jfOvxXMu4xpsb36TbnG5cSL5gcv3q1cHTxTtXEBjYcCC+7r7E+iwiODSbZs1s0qxc8j9TFSdKQeWMlnKEKPX6utc5eukoY1qOYUij4jOuBkcN5vVer1O/evkXkZFIKcupXA6agiAIQrE4u59UmH8Yr/R8heFNh1u9j7p+dVl09yIW3b3IqpGxt/q8BUCf+n0YfbcnaWnw22/WteWRFY/w9J9PcyjxUO68lcdXMurXUaw5sI/27SE8HP75Ry1rH9qeL4d+SUZOBi+vfdm6g9qRr3d9zQ/7fwDAVe/KYx0eA+Dv038Xu41Op8PPQw0NHz6sophsHSWlcfvtavrJJyoqUHA+KoLR+XZVyZ4OHYouA5XCJ5FS5pGSAt5Z4fRp0KuACXFhdDodPcJ7cDX9KgcSDlh9vBlbZ7Dz3E42xW1ixfEV/H78d6v3ZYoaNdS1Rc5/yVxIzIaJHXh2t+0sWtqFtmP2sNnEPxXP2FZjOXrpKP0W9ONyWl7o2oGEAzyy/BEOJR4kNFT5+RiN4OXmxai6L2Jc+xq39Mu2eaS4Finl7g49TNQ2qcyi1Llz4OoKQUWD1uxC/PV4PtzyIbV8ajFjwIwS1+1dvzev9HwltxJfeRIYCG5uIkpZgohSgiAIVQRnF6VsxdBGQxnaaKhV27YNacveh/fy/Yjvue8+Nc/ajCrN8Hz2rtm582btmsWPB35kzITL7NunoodGj87zKRnTcgwta7dkxfEVThMtlZWTxWO/P8aEZROYvGoyKZmqiu7gqMGAMpg3xd+n/y7g5aD5SdnS5Dw/Awaoff/+O3zxhX2OIZQNZzc6z8yE3btVGfeAYgJ7/P1VpJREy5ROcooRH1/zFOJxrccxrd80anrXtOpYGdkZbIrbRD3/eiT9N4n4p+L5d8K/AKw5tYaJyyaW6kdUGlKBzzzOXksEnZE6/rY3GgrwCmDObXMY1XwU2YZsMrIzcpd9vetrvtj5BTvO7iA0VImimhBe6+h/YccjDOpnQ4fzG2iiVPfuKsW3MJVZlDp7VnlmlVeh2Dp+dVgzdg3f3P5Nrt+YM6LTkSuMCuYhopQgCEIVwdlFqbt/uZvnVz/v6GbQsnZLavvWpnVruOkmWLPG/NGuixdh+HAdH3xQg56Bd+Hj5sP8ffPJzMkkISWB5UeX43KtAee39eDxx+GxxyA2FiZNUiO6Op2Ol7q/BMBbG9+yXyct4JPtn/DZjs9oUKMBa8auwcfdB4BeEb3wdPVk5YmVBfyxQAlZQ74fQp/5fXLn2ctPSsPNDX74QRnLPvUUHLA+4EKwE86WvldYlNq7VwlTHTsWv62/v/quJpvOWhXykeSzm4sTfM26rg9tNJRnujxDSDXrhIwjF49gMBroU78Pvu6+hFYLpWFAQwC+3f8tX+36itUnV1u1bw2pwGceCanqTbyOv2WV98zFRe/CN7d/w8ZxG3M/L+nZ6SzYtwA/Dz/uvOnOIp4+f/6pprfcYixTiqgpunRRg0svvWR6eWUVpdLT1XfB3NS9lMwUXvr7JaKvR5e6blZOFmtPr2X6lunc99t9NP+sOYuPLAage3h3BjY0z+zzmT+fYfSi0eY10MaEhqqoypQUhxy+wiGilCAIQhVBE6XyV4ZxFq5nXGfhwYWsi1nn6KbkotPBffepF9Dvvzdvm9dfh6VLdXz2WXVaNvGjztW7uJh6kWVHl/H6b9+SbcwmZ+cDvP6ano8+gg8+gJYt4eefYfaNgKo7mt7Bg20e5IlOT9ivcxbwzd5vAFgzdg0tarfIne/t5s0dTe+gW71upGQVfOo6mHiQ9Ox02oe2z51nr8p7+YmKgk8/VQ/L99wDaWn2O5ZgOc4iShVXRU9L3evUyfJthYIYjZDmFofRLdWqaqqW0iq4FVefv2rSS/De5vcC8P0BMy/kxSCRUuZxOfM8AME+9hGlQBUU0SJlYq7G5KbyjWo+Ch93nwKePpcuwY4dED7kBzr9GMHa07Y1HvT0hG+/hd69TS+vrKKUFgVkrig1Y+sM3t30LnesvIMcQ06x6xmMBgZ/P5g+8/vw9J9P8+2+bzly8YhVVfTWnF7DD/t/KBBRV15owqhES5mHiFKCIAhVhPgbnqPOGCml+S61qNWilDXLl9GjlThlTgrfiRMqbSwkxMjTT1+mRg049qOqMPvwrNl8vmUuGHW8OfJ+XnlF7dfTE378Eby8YPJk5bvkonfh69u+zq1IVVaMRlixwjrD9gMJB9h7YS89w3sSUT2iyPJvR3zLdyO+w9e9oMqw49wOgNzKezk5sGeP8tAKtHPE/dixMGoUHDwITz9t32MJluEsnlKurqoNhSOlNFGqtEgpEFGqNDIywFCt9Mp7+flyx5e0/Lwlxy4ds+qYXm5e1PatXWR+7/q9qe1Tm8VHFuemH1uDFiklolTxpKdDmosSpayNerOUqWun8k+sMmd8qO1DQJ5Qcu6cinY2GqFtS29ir8Xy86Gfy6VdGkFBKmW5solSlpqcV/NQedtXMq7w1e6vil3v611f89epv2gX0o5ZQ2fx74R/SX4xmcmdJ1vcxqiAKIwYOXml/P/5YnZuGSJKCYIgVBHskb7344EfeXHNixy/dLxM+9l/QZW8al6ruS2aZTPCwqBXL9i3T/2UxEsvQXY2vPqqkcceu8apU0a+eqUL7tcbc7HGSoy1DtDC9xZeerxege2aNoWZMyE1VYkp6el5yy6mXuR88vky9eGnn2DIELjjDst9cL7b9x2gvK4sYcdZJUppkVJHj6r+2ctPKj86HXz+OUREqOnixfY/pmAezuIpBSqFr7AotW2bSgNt3br47bSS7lKBr2RSUgA/ddMJ8zdPlLqWcY39CfuZv3e+RcdKy0pj9cnVpGalmlzuqnfl7mZ3k5qVytKjSy3ad360SClJ3yuexETAV4WGBPvaL1IqP58N+YyBDQcyrPEw2oWom0x+QUBL3ZvQewDV3Kvx6+FfyTZkl0vbQN2TIiPVM1hG+Qfs2A0tAijETO3xiU5PcOTRI3i4ePDS3y+RkJJgcr20rDSqe1bnxzt/ZEK7CbQPbY+nq3VeYI0CGwGU+RnVGvILo0LpiCglCIJQRThzRkUI1Kplm/3lGHJ4aOlDvPPPOzT6pBEDvh3AkiNLSgzLLg6t4pKziVIAY27oMd9+W/w6//4LCxeqMvLjlL85Hh7w0EM6Yl7bwMzmW+kQ1IcXBz5ocvuHHlKi0d698MILat6WuC2EzwjnlbWvlKn9//d/arp6NUyfbtm2z3Z9li+HfskdTe8odp0Vx1dw32/3cT0j7y19x9kd6NDRNkTl6ml+UuUhSoGKZvnhB3BxgQcfzBNkBcfiLOl7oD4jV6/mVWq8elWJp61aqQjGkrYDiZQqDSVKWRYpNb7NeAK8Avhg8wecuHzC7GNtjttM/2/78+SqJ4td594WZU/hk0ip0klMBGJ60urqK7QObl0ux/R192Xl6JUsvmdxbpVHTSiJj1eilJcX9O7uybAmw7iYepF10evKpW0akZHqWnP6dLke1q5YGikFEBUYxaMtHuVq+lWeW/2cyXUmd55M7JOxuZ5wZSEqIArA6ujLsiCRUpYhopQgCIID2bVLRS7VqFHwJyAgT0ywBUajejGvU8d2VVLSstN4sM2D1PapTYtaLfjz5J/c/tPtNPykIedTLYvuOZDovKLUnXeql9T58/NSIPNjNMLzN3x833lHCX/5Ca5Wiyfu6MT2x9ZwT/N7TB5Dp4OvvlKRWTNnqnTBtiFtqe5ZnXl75hF3La7INrvO7WLfhZLDt7ZuVSlJrVurl+kXX8wTiMwhwCuAie0mUsOrRrHrrD65mm/3fctfp/4CICMng/0J+2kc1Bg/DxVWUh5+UoXp3BneeENFNYwZo1IIBcdSWJS6ln6NOYfmlCmlylqqV1efCc2EdocK7isxdQ9ElDKXlBTAX1236vqZF54b5B3E233eJiMng8mrJhcpoFAca6OVR1CviF7FrtOxTkcaBjQkIzvDqoETkEgpc0hMBGK7McD99dwoFUegCQJr10JcHPTsqe7jdze7G4C5e+aWa3s0X6lTp8r1sHbFXFEq9losPeb2yK3UO7HZRJrXbE64f3iB73jM1Zjcv7VUv7KifQYdIUoVNtsXSkZEKUEQBAeyYIESOry81EuS9nPlior0sBUnT6p0kyZNbLdPX3dfZg6ayflnzrP34b1seGAD9zS/h0CvQGp7FfX1KIm0rDRq+dSito9l25UHfn7w6KNw4QJ07QrHC0WBr1qlHny7dIFhw6w/To0aef5SY8fCrM89eLbLs2QZspi2eVqBde9ceCftZrWj65yupGUV7+Y9Y4aavvIKzJoFWVkqRdCcymHHLx03q0rR4KjBALkPnDp0/HbXb7zd5+3cdexdea84nn9emc/6+EgFHGegsKdU9NVofjj+A+9uKmpObW+0CnyauLRtm5qWZHIOIkqZS0oKcK4toem3UN2zutnbPdT2IdqFtGPF8RUsO7bMrG00Uap3RDFO06jKpvse3sef9/2Ji97F7PbkRyKlSifhRkZWzZqObYcmlGhp9/37q+nAhgMJ8wvj54M/lzk13hKqsig1a+csNsZuzBWGPFw82DlxJ6/3fj03su1K2hU6z+7MoO8GWS0amyIqMAodOq5nln++tURKWYaIUoIgVBiysmDOHIixvACH0/LnnyrF6PBhFdat/YSGwrFjeaklZWXDBjXtYRvv7CLodDq6h3fnhzt+YOuDW3MfNMxl84ObiZsSZ/F25cW0afDkk+qz17Ur7N6t5ufk5EVJvf++ingqC126qDS76tXhiSfgwsoJBHkHMWvnrFzfLVARZT5uPiRnJrMpbpPJfZ05A7/8oryVbrsN7roLxo9XotrkUvxCM7Iz6Ph1R1p/0brUaIUe4T3wdvNm5YmVGI1G3F3cGRw1mOFNhwPKx2r3bhURaKvUUXNxcVGeUsuX53kBCY6jsKdUbd/anL5+ml8P/2p2VIyt0EQpzVfKHJNzEFHKXFJSgFUzuDP1L4uu6y56Fz4d/CkAb254s9TPRXJmMtvjt9M4sHGpxtpebl5mt8MUmiglkVLFk5gIDJ3En/onHdoOPz/w9s77WxOlXPWuvNT9Jab2mIqHi0e5tSevAp9zPuNYgzmeUpk5mXy16yu8XL24v9X9ufNd9Sqk3Gg0cuLyCZ5b/Rznk8/TsnZLq0VjUwR6BZL6Uio/3fmTzfZpLuIpZRkiSgmCUCFIS4MRI5Q/zPDhlhs2OyPx8XDokBqZ1150NKKi1EvPxYu2OZatRSmj0cgdC+/gg80fFFnmqnclNSuVr3Z9ZZG5pLuLu20aZwf0euXH9NZb6qG7Vy9Yvx6++w7271cRUl272uZYXbuqfQcHw7tv+BCZOIWMnAxaftEy9wXtpe4v8fVtXwPkps0V5rPPlGj2+ONKnAGVGtiokRJ3Fy4svg0rT6zkavpVOtXpVOoLpYerB7fUv4WzSWfZd2FfkZfI48eVGFFeflKF8fMru1go2AZNlPLxgfjr8QT7BtMtpBtHLx1l17ld5dqW/KKU0agipfz91fejJESUMg8tMtEa/7BOdTvx7fBvWTVmVanXn39i/yHbkE2f+n3M2vfBhIM88+czJlOiS0NL35NIqeJJTARafseBzOUObYdOlyeWhIbCTTflLZvUfhJTe04tMS3d1uSJUuV2SLtz9qwqDFFSRd1FhxeRkJLAqOajivy/jUYjI38eSYvPW/D17q9pUKMBr/V6zaZt1Ol0Vpukl5UaNZS3qERKmYeIUoIgOD1Xr8KAASrawdVVRV3YMrXNUaxerabaCF5+tBejwqli5mBqZHnDBnVz7NDB8v2Z4sTlEyw6vIi/T/9tcvmy6GU8/PvDfPrvp6Xu62DCQbad2UZ6dnqp6zoSnU55Mn3xhUpDGjAAnn1WCVbvvGPbY7VsCZs2QYMGsO2jxwhKu5mhUbeRkqXe9Nxc3Lil/i0ArDm9psj2aWkqXc/HRwm5Gr6+8P336kFy4sTiow6/3adc3c2tuqel8K08sZIRK0fQd0Hf3NS/8jY5F5yX5GTl65KQdpbIjyIZv3Q8tze4Hcj7zJUXmrh09arynLlwQV0fS/Pck+p75hFzNRY6/x9XvHZYtf3olqMJ8Aoodb21p0tP3cvPiuMr+HDLh/x44EeL2+Tvr+4DEilVPPEXk8A9hVre5VN5ryS0SJX+/U0PTBiNRq6ll4+6HBam7ruVLX0vJKTka+bnOz4H4JEOjxRZptPpuLnuzbnPfrOGzsLbzbvIemXlesZ1tsdv51LqJZvvuyQ0YVREKfMQUUoQBKfm/HkVlbJxo3qw+OcfdQN8+eWKX1pXE6X69Su6LEoVDLFKlLp/8f2M+GkEF1NVmNWZMyolsFMnJUzZgo2xGwHoVq+byeW3RtyKv4c/8/bMK9XEeOa2mXSe3ZmdZy1w4HYgkyYp7yeDQflnjB8PTZva/jgNGqjPe8vG/lx8bzPZC5agy8oLO6jpU5NWtVux8+xOrqQVHLr/7ju4dAnuvz8vIkSjXTt4+20V6TFxYtHjXk2/yvJjywnzC6N7eHez2jqo4SDc9G6cvnqafRf3cSXtCnqdesTQPufl7SclOB/JyUoYfX/T+2TkZNCsZjP6hfXD282bHw/+aLcy7QajgSmrpjBr56zcefkjpUpK3buQfIHYa7G5f0uklHkcuroTBj7FKdeyRcysi17HlFVTil3+RKcnmDdsntmRUlqxCWuq8On1eZ6PgmnOXFU+TXX8Sk6lLA80UcrUM9bV9Ku0/6o9w34sgxGkBbi4qFT6U6cqR6R/Wpq6dpbkJ3Ug4QAbYjbQIbQD7UPbm1zniU5PcOdNdzK1x1RuaXCLXdo6Y+sMOn3dyeQAnr0JDVWDmJqfolA8IkoJguC0nD4N3brB3r3KD2fZMiWs3H8/REer9KSKisGgXtb9/Ey/CFkrSl1Lv8bPh35mU9wmvtr5FaN+HcVGpR/Z1E9KE6W61zMtWni7eTO21ViuZVwrdUR6f4LySnLGynvFcdddyuB8/HiV0mcvQkJUKl/Xrup4ffsWHKX/fMjnHPvPsQJGwkajStMD5UtliqeeUuLUn3+q71d+fj30Kxk5Gdzb4t5cYak0wquHc/n5y4xuMRojRtqFqrCo33+HefPUKHHPnmZ2Wqi0JCWBV83zfLnzS4K8g3i43cP4uPkwrPEwziefLzbysqx8seMLZmybwaO/P8ruc8oQLr/ReXGiVPTVaLrN7Ua/Bf34/djvzNo5S0QpMzmXotLjanuZV3nPFEajkWf+fIYZ22aw9OhSk+vU8avD/a3vJ9C7hByifIT5h9EjvAd7zu/hUOIhi9tUo4ZESpXEhRRloFMvwPGRUg88ALffDrfeWnRZdc/quOhcWB+zvoBfoz2JjISMDB0XLtjOM8lRaD5JJYlS7i7ujGk5hsmdijexdHNx4+eRP/NG7zds3MI8HFmBT3ylzEdEKUEQnA6DAZYuVS/iJ0/Cww+rlCP3G5ZDr7+uUkDefNM5XgxWHl/J0388bdE2+/Yp74U+fVRKYmGsFaV+Pfwr6dnp3NfyPhYdWcSPB37k+63Kc8imolTMRtxd3OlQp/h8wIfbPQzAp/9+WqxZrdFo5EDCAcL8wvD39De5jrPSpw/Mnm1/8+7q1ZV4NGQIbN0K3bur6DeAm8NupmFAwwK+K2vXwoEDMHAgNG5sep96PUy5EXygCVga3+3/DoDRLUZb1E5fd192nlPRbu1D23PunHop0OvV99cabxmh8mA0qkiptDYfkJ6dzjM3P4OPuw8AD7Z5kMc7PE64f7jNj3vm+hle+OsFXHQu5BhzeGjZQ2QbsgtESmmV9/KLUocSD9FtTjdOXD5B74jevLnxTSYtn0SOu0oBcYZ7jzOTmKFEqRCfMKv3odPp+HTwp+jQMX7JeE5fOV1geVpWmlUG+fc2vxeA7/dbHi0VEKD8sjIzLd60SnApQ0VK1a3ueFFq4ED47be8wgqFebzj4wBm2QzYAs1XKjbWrVyOZ0+0lLSSTM4bBTZiwfAFjG5p2bOErYkKUA/Uxy9bkXpQRkSUMh8RpQRBcBrS0+Hrr6FZM2Ucfe6cStP77LM8o2ZQURdPPKFGK997z3Ht1R6G3930LtO3TmfHWfO9M/78U01N+UmBenjR6SwXpRbsWwDA2FZjeb/v+wD8pXsOvYuBm2+2bF/FcS7pHCevnKRjnY4lGkg2CWpCn/p92H1+N9vjt5tcJ+ZaDMmZyRUqSsoReHurh+uxY5U5fteucPSoWmY0Gom+Gp27riYylVZhb+RI9UD5/fd5ZbwBvrr1Kz4Z9AktarewqI05hhymbZ4GQLvgDowdq4z6X3lFRTwKVZv0dDB4JXC5wecEeAXwaIdHc5f1jujNx4M/pnFQMSpqGfjs389Iykzi3b7vcmujW7mcdpnYa7G5otTFi7Bjh7qvaC9Y2+O3031ud+KT4nmx24t8PuRz2oWo6L8TKXvQ6USUKo1LWUo5r1vNelEKlOn5W33e4lLaJW7/6XaSM5Nzl73090uETg+16N4LcOdNd+Lh4sEn2z8pkJppDloFPknhM83VDBVGVlolRGfgrmZ3EeQdxIJ9C7iaftXux9NEqZgYEyORFQxNlCopUspZiApUopQjIqW0e4r4SpWOiFKCINiN06fNG028ckUZRUdEwIQJ6mX79tuV0fP//mfaoPKFF9TD4YwZqoqdI3jp75cYv2Q8d910F2DZaFtJflKgIsHCwpQoZe5AcOy1WNZFr6Nl7Za0rN2S3vV70zd8MOk1dhMx9EebRarEXIuhTrU6xabu5efR9o/i4+bDkYtHTC4/kHAAqFipe47CzQ3mzoWnn4bYWCX0LFkCfb+8m/oz6/Pb33EsX67SXJs0KV7w1HB3h0cfVd5sX36ZNz8yIJLHOj5mcftyjDlcSLkAwOpvm/PXXyqq66WXLN6VUAlJTgaa/YTBNZWnb36aah6mwxdyDDk2Pe6bfd7kuxHf8WTnJ5l922wOPHKABjUa5KbhbdkCqal5UVIrj6+kzzd9uJx2mQ/6fcBbt7yFTqejTXAbAPac30W1aiJKlcYVg4qUCq9eNlEK4IVuL3BP83vYd2EfDyx+ILeIwtrotVxIvkBkjUiL9hfoHcibfd4ktFpoAZHLHKQCX/FkZEDGpodptzKde1vc6+jmlIqnqycT2k4gNSuVb/Z8Y/fjVcZIqeJEqaf/eJoh3w/hfPL58mtUMfh5+BHsG2xRNWhbof1/RJQqHRGlBEGwC4sXQ8OGenr3DmPGjLxS4Pk5c0a9YNerp6qaXb2qjJcPH1ZRIV26FL//GjXUy25aGrz6qp06UQLnks4xY+sMlhxdwt3N7ybYN5gfD/xoVnWPtDRl3F6/ft5DiimiotT/7cIF89qkpSKMaZFXMW2ox3tg0HOx1UtkZNvGGb5z3c7ETYkzq3TvbY1vI/6peO5vfb/J5SJKWYZeD9OmwbvvqgiP22+Hv39sBsCIp9dw661KxHziidKriIEybffwUNGI6RkG9l3YZ3Xb3F3cWT5qOS9EfM2rU92pXh2+/dZ0eqpQ9UhKArY/TteTq3PTZvJzNf0qA78dyPCfhtv0uHqdnntb3Iur3pWaPjVzUwbdfJIBY66fVKdOanr44mHSs9OZfdtsnu6Sl5bdJkSJUrvP78bPT6rvlcZ14iDdj5r+xeROWYBOp2P2bbNpG9KWVSdWceTiES6nXWbv+b20CWlTpNS8OUzpPIWdE3dyU82bLNpOi5QSX6miJCaqae1AjxKjqJ2Jh9s/jF6nL9FmwFbkiVLm3RT//rv4CrmOpjRRam30WlYeX4m/h3PYMkQFRHEp7RKX08r3iyuilPmIKCUIgs3JyoLnnlO/Jya68PTTeurVU6l4CQlKdBo3TlUXmz5dvbS++KK6+X75ZfE+OIV57DElaM2dq1KaypO3Nr5FWnYaz3d9niDvICa2nUh6djpzds8pdduNG9WIYr9+pqPANCz1lWoT3IahjYYWGKGM+bc57L2f6/roApWnyopOp8Pdxb3U9dxc3Er0ihrRdASzhs6iZ7i4YJuLTgfPP6+E38cegxGt+wLQaOAaHnsMpk5VBuzmULMmjB6tqly++s1ftPqiFf/9679Wt61b7UH88OpYsrN1fP21+n4KAmgDEzoidX3x8/Arstzfw5+TV06y4vgKElISiiy3lCmrpjBj6wyTkVcbYjYwZGUTaP2NqoTlmkaHDuqFdErnKex5eA/j2xT8EjWr2QxXvSu7z+/G319FStn5HbZC0yt+JfywDB8f2+zP282bxXcvZvODm7mp5k2sj16PESO9I3pbtT8XvQtebl4AnE8+b3YUhURKFU9iIuAfg1/wRbsLPLainn89Ph70MQtHLizgzWgPGjRQ05iY0iOlLlxQ0c4PPGDXJlmN5pFkylPKYDRw9NJRIqpH5H7HHM1/Ov6HL4d+iau+fEfJxFPKfESUEgTB5nz9tRJSRo0ysn59HFOmGMnKUlXKwsLgpptURa5ateDDD1Uq0ltvQe3alh3H01Ol9xkM8NBDRauI2Yvoq0rgCfYNzh3xn9huIi46Fz7f8Xmp6Sel+UlpWCpKDWg4gGWjllHHr07uvA0bgLVv8EyHqcVGK1nC9YzrzN09t4CHkTmsPrmaCUsn5KZdgHpwqV+9PhPaTSC8uu0Njis7w4bBJ5/Ajx92xNfdl+tBf/Hxx0beeENFP5mL5j315Z6PAcwqy5ySojypunQp+NO+vY6YGDcmTDByxx3W9EqorGw+swlCduLja/plVafTMabFGHKMOfx04KcyHWtd9DpmbJvBx9s/JiOnaIRoLZ9aXEpPhAFPQZ1t8NDN/GP8ILcdpiI3PVw9aFazGUcvHsU3IIXsbBX1KpjG7epNENPDpgUOwvzDaFm7JQB/nlQ3UmtFKY0z18/Q4vMW3PnznWZFE0ukVPEkJACjhvFjWC1yjLZNw7Unj3Z4lNbBre1+HC8vCA01mhUpdfw45OTAP/84Z1RmSZFSZ66fITUrlSZBTcq3USUwstlIJrabaHJAxJ5IpJT5iCglCIJNSU5W1fHc3eF//zMSEpLDBx8YiY1V1fJq1oTmzVV006lTqjR9cZVRzGH0aOWts2ULtG4NAwbAX3/ZdwT79fWvk2XI4uXuL+Pt5g2ostR33HQHzWo140p6yUOoq1er1Ko+fUo+jiZKHTPDm9HUqOT167B7N7QIr8u0wW/Y5Ga8KXYT45eO58PNH1q03Zc7v+Tr3V/TblY7mnzShJrTauL2PzdmbptZ+sZCibi5uNEzvCfnk89bVeK8ZUvoPOgU12r9ToRPU26pX7oo9X//B7/8or53+X9OnNDRrl0606dXjFFyofx4c/84GN+tRJFCq9KkVYDUOJ98ns///Zwpq6bwyPJHGL9kPKMXjWbp0aW568zfO58nVz3JS2te4sGlDwLw5dAvc6/R+WkS1ISXu78MXldgQmcI3svhK3tKje74dPCn7H14LzV8VWqSKV+pHTtUarnBUHRZVcFoNJKSon63VaRUftKz0/li5xcAdA8v3duwJOpUq0PviN7su7CPqWunlrq+REoVT2Ii4HseX13Nco9IsQVnk85yPcO+ClBkJFy75lLq5yc6Wk2zs2HdOrs2ySrOnlXP+dr3IT+ah6gziVLFsT1+O3f/cneulYSt8fdXA+j2EqUWLYKPP7bPvssbEaUEQbApH36owo4ffVR5JmloHlBnzsD+/Sok2b307K9ScXGBtWtVBbE2bVQUUr9+0LYt/PCDuqHbkuOXjjN/73zC/cOZ0G5CgWXfj/ieZaOWEeQdVOz258/Dvn3QoUPeiGtxmBsplW3IpsXnLXjmz2cKzN+8Wb0Yde+et15ZjR43xm4ELH8ReOrmp9Dr9Ow5v4foq9G4u7jTrGazch+1qqz0baBS+NacXmPV9rWGfgo6IzWOP15qCkNCgqp66esLcXEqWkT7SUkxsHDhObyL6gBCFedS5llICqWab/Gfr4YBDelUpxPb4rflXqu2ntlK6IehPLriUWZsm8EXO79g7p65fL//e/Zf2J+77aoTq5i5bSZv//M2p66c4v5W9+d+L0zxfLfncb3UAow62l99l2+Hf1vqZ79rva60qN2C6v6qHKwpUep//4O334Zt20rcVaXm18O/8nf7QGj/hV1EKU9XT/5vwP8xvf/0Mt9DdDodnw/5nBDfED7Y/AHro9eXuL5EShXPhYQc8E6khpvzV94rzLw986g7vS4L9i6w63G05+KTJ0te7/TpvN+16Hpn4uxZFQVk6pLpjKJUQkoCw38aznOrnysw/6cDP7Hw4EImryqlXLGV6HTq/3T2rH0Gy598UnmIVob0wIonYwuC4LRcuAAffAB+fuVbccvVFUaNgnvugTVrlBH0n3/CvffCf/8LU6bAgw9iURrBtE3TWHhoIV3qdqFXRC96hPcg0DuQBjUaMP/2+Xi7eRfxVHLRu5S637/+UtPiqu7lp0EDFVFVmij19+m/OZh4kFbBrQrM36j0I3r0UNOe83qyOW4z11+4Xmzlq9LIFaXMqLyXny5hXbj6/FXl4+HqZXfvhqrGkKghXE67TK+IXhZvm5KZwoakOegy/dg7fyyxL5XsBfW//6mIyP/9D+rWLbjMYCjZJ02omiRlJJFuSFGiVP2S1x3Tcgzb4rex5/weogKjaBfSjq71utKvQT+61euGl6sXnq6eeLh6UNsnL+f79V6vM6ndJFKyUsg2ZNOvQckXWXcXd+qv28jx+AQmvBNl0efWxz8N8DIpSu2/oZOdOAE332z+PisTcdfiyHa/DNkeeNnJUubJzk/abF+B3oHMu30eA74dwNjFYzn2+DE8XE3nQEukVPFEJyaAp4GaXsGOborFdA3rihEj3+7/1qrqs+YSGWkEdJw8mVfx0xRapBQ4nyiVkqIi8Zs1M73cYDQQ4htC40AzDWLLgWru1VhyZAltQtqQnp2Oh4sHOp2O9/u9z/St0/n79N/sPLuTdqHtbH7s0FCVGZKUZNv9Xr2qBgZBvVvcd59t91/eSKSUIAg2Q3tZff55CCo+WMhu6HTQty/88Qfs2QNjxqjIrCefVC/ZL72kIpXMYea2mew4u4OPtn/EiIUjCJoWRJfZXdDr9IxuOZrhTU1XiEpISeDR3x/ljfVvmFxurp8UqEiyiAj1clNSKsiCfWpkL3/VPbjhJ0VepFSTQDVqZU2KF6iUie3x24msEUlINctHQqt5VMPbzVsEKTsQFRjFG73fyPVbsYTfj//O1fSrdPcdhyHdl08/LX7dEyfgiy+UuemUKWVosFClOJt0I3chKbTUwYFRzUdRv3r9XINcNxc3No7byCs9X6FP/T7cHHYzbULacFPNmwj0DszdLiowip4RPRkcNZjbGt9mlsFuoI8/XI7KrbxXGhnZGYTPCGd5LXVRLSxKJSfnRTiUFglRmYm7rt6UPDLqmlUF1BnoH9mfsa3GEnstlsVHFhe7nkRKFU/cVfWAFWrF84GjiQqMolOdTmw9s5UTl0/Y7Tia2fmpUyWvp11HmjVTA5P5RSpHo0XlFFd578nOT3L26bP0CO9Rfo0qBS83L8L8wzhy8QjtZ7Xnq11fAWow+ac7lYfhtM3T7HJse5mdHzyY97uzCZfW4JBbxcmTJ5kwYQI9e/Zk5MiR7NixwxHNEATBhhw/rirnhYQoEcjRtGoFCxaoG/+UKaoi4NtvK5Fn0aKSt03NSiXYN5ge4T1YNmoZT9/8NO1C2lHds3qpgoqnqycL9i3g438/Jj07vcAyo1H5Sfn6QufOxe8jOTOZj7d9rCIFolRaVHH56MmZySw6vIhaPrXoF5kXGZCWBtu3Q8OGeTfEZrXUsFZpufObYjcR8mEIL615qYDx67/x/5KZk1lmDw/BuRh500i2PLiFT8c8ha8vzJpVvI/ZSy+plNjXXrOPV4xQObFElAr0DuTU5FMMbTTU7u267z646y7lc2gOHq4euLu4c9FlP+izihgQ568CK6IUeGeHObgllvFYh8eIqB6BkeLzbCRSqnjOJytRKqxGxYuUAhWlCfDdvu9KWdN6IiPV9OTJkp8lT59W99h7bxRTXr3abk2ymJJMzvPjbAOQjQIbkZqVysHEg2w7k5dfPaLpCBrUaMDPh37m5GXbX7i1CoW29pXan5e9zurVFd/HsNxFqezsbJ5++mluueUW/v77b5555hmef/55rl69Wt5NEQTBhrz8snpZff11nMpPpl49mD5dVfh7+2110R43rmC+fmG83bzZMXEH6+5fx9BGQ/mg/wfsmLiDZaOWlXo8Pw8/xrYcy+W0y3xz5BuWH1vOwoMLAThwAM5fTCNq+I/oXEybXcVei6XJJ014YtUTTFw2sVRfqcVHFpOalcqo5qMKGItu3w6ZmXlRUkBuRanSRKnoq9GcTz7P2/+8Tfuv2rPr3C7A+tQ9oXzYdW4XXed05b1/3rNoO51OR+e6nWkeVo///leFhHfrpkzy8/Pvv7BwITRpAuPH267dQuXHElGqPHn0UfjpJ+VNaC5tgtuQQybUPFwkUir/S0KVFqWuKVGqmrFiiVIdQjtw8omT3NP8nmLXKSlSKjW1aldkTD9fD/55joFNylYR0VHc3exuXHQufLv/21KLHliLJkqVFCmVna3SsiIi8qLqnSkSpiRRKiUzhYUHF5bZv9Qe9KjXAw8XDz4b/Blf3/Z17nxXvSvP3PwMBqOBT/8tIVTcSuxVge/AjUf5WrWUfUr++09FpNxFqejoaJKSkrjnnntwcXGhU6dONG7cmHXOWFpAEASzyP+yOm6co1tjmho1lL/Ue++pXPjRo0s3QS88ymOOZxSo8sIA7+16j2E/DeOpP54CbjxUtJnL7shRRH0cxWf/fkZaVsEn2DC/MBoHNcbfw58dZ3cQEpkIFC9K/Xr4VwDubXFvgfla6l6PfNHTuaJUYsmi1OiWo0l8NpG7m6mKJB2/6sira1/lsQ6Psfb+teUSwSBYTqBXIJvjNrPq5Cqzt/npwE+5o9ugviNvvqmqKPXqBetveP4ajfDss+r3d95RPm6CYC4d63SkV+qncKpfmaqtOgNtgtuoX4J3FxGlDuS7tFZlUerM9TOQVoNqHhUrnFKn06HXlfxq5O2tUusLR0plZUH79hAcrK6hycl2bKiTkny6Gd6b3+O2Zmb4EzghNX1qMrDhQE5cPsH2+O12OUZgIPj6Gkq8Ppw5Azk5yhS9TRu1zV9/qXnOQEnpe4cSD3H3L3fzzj/vlG+jzODlHi9z5fkrPNLhkSLP9w+0foBPBn3C/3r/z+bHtVf6niZCPXbDAs2ZhEtrcMhjpSn1+aSJb2dmZiaZmZkF5rm6uuJui5Jd5YzhRkydoaLH1lmB9L3y9/3//k8H6HjzTQN6fV4IqTP2/z//gT/+0PHHHzpee83IG28UvR4tPboUH3cfeob3tKqscdOgpkztPpVtMdtoVacVTWo2ITMzh3nz9JDQg6H1RrEi7iceW/EYr617jQGRA2hZuyVP3/w0ACvvXcmr617l3U3vcjlgFXAfx44ZMRiKtvWWiFswGo20DW5b4P+8YYM6J926GXLPR23v2lT3rM6BhAOlnpMAzwC+H/E9w5sM5/GVj/PGhjdIy0rj3b7vAiWfU2c87+WJo/of5hdGw4CGbI7bTHJGMt5uJYcsxlyN4d5F99I0qCl7J+3NfUj773+ViPv44zoGDIAffzTi4gLr1+vp2tXIrbcaiw0Tr8rnXl9RzHMcQFRgFJGXolh33rKCE85I25C26peQ3Vy7dn+BZdpLQr16Kjo3KYkKL8JZitFopENIJ+I3u1fYcz1n9xx+PPAjv9/7O24ubgWW6XTq+lg4Uuq77+DwYfX71Knw0Ucq3XnSJFUSviqQmAg1azq6FWXjv93+yyPtH8n7ntsYnQ7Cw7M4dMid9HTTnw3NP6p+fRXF2beviujcsQOz/e/siRbxE2LCOswZK+9p6HS6Yr0Gvdy87GZwnydK2S6d0WhUgyC1aqkUz1dfVaKUNnhYESl3USoiIoJq1arx7bffcs8997B9+3Z27txJnTp1iqw7d+5cvvrqqwLzRo4cyV133VVezbU5cZpNfhVE+l45ycqC5cvrUb06tGwZS0xM0XWcrf9vvKFn5846vP22C82aXaBz54LeT0+ufJLzqefZP2q/VaIUwLj64xhXPy9sbMaMyxw4UJP+/evzUa+3eDbpYb4+9DULTyzk2/3fEnIyhNtq35Zb0a+1b2sA9qb8BtzHvn2pxMQkFDnOkFpDGFJrCHGxef/jrCzYvDmc4OAc9Pq4AufkwSYP4u7izuno0yZHhM+nnmdVzCpuDr6ZxjUa09GnIyuGrGDa7mncFXYXMaZOcDE423kvbxzR/05BnThx+QQfrfuIUY1Glbjuezvfw2A0MCJiBLGxsQWWDRoEM2f68PTTNbnzTh2BgTmAniefPEdsbIbpHeajKp77+lqtb8EkWuRIRRUqNNqElBwpFRAAXbsqUer0aWhpee2BCo1Op2P2gF9ZfC/49HF0a6xjQ8wGVp9azbJjyxjRdESR5QEBquiD0ahEhpwcePdd9fu6dbB4MXz2mfLX/PBDFTk1dmx596J8yciA6zfNwLNRNFfTX6O6Z3VHN8kqutbravdj1KuXzcGDHpw+DU2bFl2u2UtERKhp//5KlPrzT+cSpUxFSjmzKGUOBqOBpUeX0rdBX3zdbXOzsoen1LlzShi/5RaVElq/vqq4nZrqXBYqllDuopSrqysffPAB06ZNY+7cuTRt2pT+/ftTq1atIuuOGzeO0aNHF9m+okZKxcXFERYWVuVGU6Xvlbvvf/0FSUl6xo41EhkZXmCZs/Y/PFyZoA8apOPZZ4PZvdtI4I0iTtfSrxGTFEPH0I5E1o+0+hj5+56Roefjj3W4uBj5v//zIjw8nHDC6da8G++nvM/G2I30Cu9VoJJUaN1QaqyvgWu1dFxdjcTHexMeHl7CEfNYtw5SU/XcdpuOiIiC27wf/n6J2249uJU3/n2Dqd2n0r+1CsEPJ5wfm/xoVd+d6byXF47s/1Tfqfxy8hc+3PshD3V9iCBv02UwzyefZ+HJhfi4+TCl1xT8Pf2LrPPYY9CwoZE779SRkODK7bcbGTGiZAPbqn7uBdM8vPxh1ta+AC4/Uq2ah6ObUyZq+dSif+jd/Pl3M641yJufmKh8PXr0yG9mXPVEKVAl46HiFkOY0HYC3+z9hq92fWVSlKpRQw3+pKQokXXRIjh6FO64Q53/Hj1UgZU33oC5c+H++1Vxk0aNHNCZciIxEWj6Kwnh/+Cis30KVHmTkpnC1fSr1PErGjRRVurVywLU9aEkUUob5+h3o4bNn3+qKDxHU6Iodalii1Jvb3ybqWunMmPADCZ3nmyTfdojfU9LFW/eXInh/furYlMbN8KAAbY7TnnikPS9qKgoZs2alfv3+PHjGTRoUJH13N3dK6QAVRJ6vb7KPqhL3ytn35cuVdPbb9eh15sOTXXG/g8cCM88Ax98oGPiRB2LFqkL+76EfYAaDbdFm/V6PZ98oufMGRXGf9NNBf9HwdWCGdlsZJHtPPQexE2Jw8fdh0ZvqIcXo1GXa8hrNBoZ/P1gOoZ25PXer+duZzQqs3mAUaOKPyfFsffCXgDahbYrc/+d8byXJ47of+OajXmh2wu8vv51Xln3Cl8M/aLIOgajgfFLx3Ml/Qqv9XyNGt41it3foEHw99/wxRfw+uvmf56q+rkvK/v27ePBBx9k0qRJPPTQQ45uTpn569RfJPqdw1XvTu3ajm5N2fn8lh+JnAjX82m+2ktCixYFRamqxv4L+/llzyYIuAUfnyhHN8cquoR14aaaN/HHiT+IvhpNRPWIAsvzV+Dz8VFFVABefDFvnbAw+OorlZ71ySfqhbTSi1LVzuFq8LZZhImjOJhwkE5fd+LWxrfywx0/2Hz/4eHK0LS460P+9D1Qn6WmTWHLFuWJ6udn8yZZxNmz6nNdvXrRZUcuHsFV70r96hUzcnhsq7G8vv51pm+dzqMdHi2SvmsNfn4qesmWkVL57zeQJ0r9+WfFFaUc8sR4/PhxMjIySE9PZ/78+RgMBrp06eKIpgiCUAaMRliyRN2c+ldAX8u33oJ27VSovaaTa5XmbOUncOmSMob29lY535bg466GmaOiVGh8/oyoQ4mHWHViFdvPFjTj/P13ZXLerRvcemvRfcZfj2f8kvFM2zTN5DFt3X+h/Hmh2wv8p+N/mNrD9JDqR9s+4o+Tf3Bz3Zt5qcdLpe6vUyc12l+vnq1bKpjCYDAwffp0brrpJkc3xSYYjUZVfe96KBHhOosq3Tkr/jcCC/On72l+Us2bV21R6o+Tf/DGrkcgbEuFjZTS6XRMaDsBI0bm7J5TZHn+CnyrVsGePWqgq62J22bQDeHy0iX7tdcZSEwEfM/jQ3ARE+mKRpOgJvh5+LHkyBKSMpJsvv/8kVKmKJy+B+oZOycH1q61eXMs5tw5lZJW+DRnG7I5fuk4DQMa2kTMcQT1/OsxqvkoYq/F8tPBn2yyT51ORUudPavem2xB/vsNQJ8+oNdXbLNzh0RKLV26lGXLlmE0GunYsSMffPCBI5ohCEIZ2bVLVQm59daKGabv7g4//ADNmsH778PEibD7/G4gX4WlMvLOOzquXVMh16ZMIUtje/x20pvtgRUTOX487yFl2bFlAAyNyquEl5MDL7ygfn///aIPDAAerh7M3TOX7vW682zXgo6IRqOR3ed3E+QdRF2/upY3VnAKPF09+WjQR8UubxTYiIYBDfluxHdWe6YJ9mPRokU0b96c5BLKd1WkQjBX06+Slp0G10MJDy9YsKGiGuNfM8bDLZ9xslpjDAZlFrR/vyou0ayZ4UaEg54TJ0wXqNCoqP0vibhrN0ZProXh7V18/52976Obj+aFv15g9u7ZvNz95QLXyho11Lm+dMnA22+r3194wWCyAISKqtJz8WLB5c7ef0uJOZcM7inU0IeU2idn77sOHaOaj2L61un8euhXxraynSGYwWDIjZQq7voQHa2jenXw88srKtK3L8ycqeePP1SxEUeRlKQsO1q2LNp2g8HAslHLyMjOKPbcOvu5B3jm5mdYsG8BH27+kFHNRtlEZA0J0XHihI6kJJ1N+n7ggLruNG2qrit+ftCpk44tW3TExxuset+wJ+ZEzjvkafTpp5/m6aefdsShBUGwIUuWqOnttzu0GWUiKkoZBa5apcJhd53bhYvOhRa1W5R532fOuPLpp6oajbUVMR5a+hAHfA6C1x0cPx6Y6y2w/NhyAIY2yhOlvvkGDh6EESPg5ptN7y/IO4hg32AOJBzAaDQWuNmeuX6Gi6kX6degX4Uf6RQUe87v4cjFI9zT/J7ceYOjBjMgcgAu+koQslLJuHr1Kj/88APz5s3jww8/LHa9ilQI5sTVE+qX5BBq1kwiJqZoyEhFM8aPTz4D3d/lwpkBxMT0BGDnzhDAEz+/ODIzDXh6hnPsWA4xMWdK3V9F639JHD1/VP1yPYzs7GvExFwpcX1n7vudkXei0+k4fPIwfu55OVM6XXWgBt9+m8Q///jToUM69eqdM1noJSfHB6jFyZNXiYm5VmS5M/ffEnYfTwQ3qKarYXZBFGfue5+gPkxnOtM3TSc+IZ5RUUqcSM5KZsmpJQxvMLzUCrfFERwMbm5Gjh3LIiYmvsCyjAyIj4+gadNMYmLy8r3q19fh5hbOypXZZl1T7MWpU65AGP7+KcTEJBZZ3silEbhQ6mfAmc99NarRNaQrm85tYtGORbSv1b7M+/T3rwn4kpDgip9f2fqekwMHDoQTFpbNpUtncqMwO3SozpYtNfjxx0uMGFH8oJYjMKcQjAyRCoJgNYsXq3BRU2liFYlhw5QotWQJ/PLwLxy/dBxP17LXcP7wwxpkZup45RXry4IPajiI/Qn7IXI1x48rYeFi6kW2nNlCi1otCK+ujMxTU1U0lotLnr9FcTSv1Zy/Tv3FueRzhFbLc6qU1L3KRXJmMr2/6U1WThZdw7ryT+w/3Nb4NnzcfUSQclI+++wzRo0aRbVSLhgVqRDMCcMNUSoplObdfQkPz/ObqajG+PWM9dB9X4P0gN3Uq1cP0HH8uI6wMCMtWoQBEBmp48gRV0JDw3ErJpOlova/JC5nX1a/XK9DaKgH4eGmDXAqQt/nh883Ob/BDYP7b79VfXvtNfdiC5E0bqymBkMNwsOr586vCP23hOsG9aIdFlCv1KIsFaHv9erVo/m25uxP3M/+S/t57pbncNG7cC7pHFN/mMqimEX8dtdvhPmHWbRfre/160NMjBthYeHk/xccP678Qxs1KvqZ6tYN1q51w2AIx1HFXrXUwoYNfQgPt1yUqwjnHuDp7k+z5ectxObEckf4HWXeX8OGaqD3wgUXevcOLlPfT5yA9HQ9rVvrCnxG7rwTPvoIdu0KYsqUwBL24JyIKCUIglWcOqVymrt1U5FAFZnbboNHHlGi1MsvN7FJ1ZDdu2HJEl8aNjQycaL1UUeDogbx/ub3oeHKXFFq1YlVGIyGAlFSM2eqfPVHHsl7CC6OZjWb8depvziYcLCAKDU4ajB7Ju3Bz8PBLpqCTfB19+WVHq/w1J9PMei7QRxMPMighoNYMXqFo5smmODIkSMcOnSI559/vtR1K1IhmLTsNLyoQVpSKA0a6DH1LF4RjfG9rrUmtfZaLqReIPNSKMnJ0L07ucUAIiNV5OqZM7pcj6niqIj9L46463H46oNIzvbC1xeT5zs/FbHvmtF5VpaOtm1h0CC9yXR5yHs+unzZdKGIith/U3gmdocF15iyJsfs/jh733+9+1f+OvUXLjqX3LbW8K7B4KjBrDi+gk6zO/Hb3b9xc1jR0PT07HR+PfQrEdUj6Fqva5HlDRrAsWM6zp3TEZZP14qN1ZYX/bz07688pdas0TNxok27ajYXLqhpaGjR9v1nxX/YFLeJn0f+TGRAyRc9Zz/3tzW+jVNPnMod+LWUK2lXqO5ZPTfroM6NIo4JCa5l7vvBg2raokXBc9C5s0rj++svldrnxP9ek1Sw5gqC4CxUhtQ9jdBQ6NgRduzO5IwNoqKNRnj+eXWjePNNI2V5d+wS1kVVsmn4B8eO5+WhNw5snCtKXbwI776rfL3MMVNvXks5Ix5IOFBgvpuLG62CW1G/RsWsmiIU5T+d/kPL2i05mHgQF51LsebnguPZtWsXMTExDB48mAEDBrB69Wrmz5/P61o5zQrKbY1vY0z8Zdj8tMNG9+2BX4ryHdweu7tIJSSommbnmTmZXEi+QHWdesv2rdhF2AAVQXzrD7cye9fs3Hma0TmoinslZbsH3ghYqPRG5wk6yPCjYZ3iq7lWNBoFNuLRDo8yqf2k3Ohibzdvlo1axqs9X+VCygV6fdOLb/Z8k7vNpdRLvLnhTcJnhDPmtzGM/LlodWUo/vpgyuRcQyso5Egza62CXGho0WW7zu9i9/ndBHpXvCidwrjoXawSpIxGIx9u/pCgaUG8tfGt3Pna/yshoexR6qbuNwBubsrwPCEB9u0r82HKHRGlBEGwCk2UGjbMse2wFcOGAYMfo9ncEA4mHCzTvj79FNas0dG2bTp33lm2drm7uNO3QV/wvcCp1D1kZ8OYlmM48vgRbq6rRufeekuVCX7mGcwqt968VnPc9G5cTrtcYP6VtJK9P4SKh6velVlDZxHsG8y0ftNMjugKzsGIESP47bff+O677/juu+/o0aMHI0eO5KmnnnJ008qMetHSmXzRqqgEZStRalvs7iKVkKBqilIuOhe2PbSN21w+BSpmAZTCuOpdWX5sOUuPLc2dpwlNTZrA8OElb6+te/lyyetVdM5evQzuyRU+ct4c9Do9r/V6jYV3LsRF58IDSx7g/7b8HwBzds9h6tqpXM+4ToBXAOeSz5GQklBkH5GRyiS88PUhOlpNTQn4rVurao5r1mDSVL88KE6UMhqNHE48TLBvMNU9q5d7u+zF3vN7eeqPp8jKyTJr/f9t+B/PrH4Gg9HA9vi86tia8fiFCwVFqa1ntnLk4hGMFpTlM3W/0XAG4dJaRJQSBCtYdnQZW+K2YDA6b/UIe3LxImzcqKrWNWzo6NbYhmHDgJBdXDecp55/Pav3s3evEoeqVTPy4YeJJY6gmsughoMAyKm7voCRqk6n4/RpJYLVqgXm1o/oENqBlBdT+F+f/+XOS0hJIOD9AO762fmMkoWy0aluJ+KfimfKzVMc3RShBDw9PQkKCsr98fDwwMvLq1R/KWdn34V9HL18EA+vHLNE84pCiE6JUicunZZIqRu46F3oUKcDgWlK/K4MolSLWi2o7VObtafX5r6Ytm8PkyfD3LmlpydWqwaurpU/UupIg0fhxWqcTjlQ+sqVhJHNRrJp/CZaB7dmWBM1Qjux3URe7/U6MU/GMKr5KACTA52aL5klkVJ6PXTpAlevOu66UpwodTH1IlfSr9jE/sKZmL51Ov+39f9YfGSxWevf3+p+eoT3wEXnwumrp3PnFxcpdfcvd9Pi8xY8/efTfP7v52Yd48ABFRXVqFHRZRVZlBJPKUGwkE2xm7jtx9sACPYNZljjYdze5HZuqX8Lbi7FuJlWMn7/XY3SVJYoKYCGjTOh9gG41AhDejXwsHwfqalwzz2qesqsWcbcsr9l5c6b7mTLT92Yt7UpMzfNon5CCuPbjCflsj+33QZZWSptz9x3Vxe9Cy4UvDHuPrcboIDHlFB50OtkDKqi8dprrzm6CTbhkeWPEnfbJqIyr6PTVWyBLT91PZvAtAu8sL4W495XL4xN8r2PVUVRSqvompKi/q4MopROp6Nvg758t/87tsdvp2u9rri6wowZ5m6vPKgquyiV6nMYDHqiAqIc3ZRypU1IG3ZN3JXrHeTv6c8rPV8BYORNI4kKiDLpr2RN+h6oaKmlS5VvaZQD/tXFiVJHLh4BoElg5RKlHu/wOPP3zufTfz9lZDPTqZh7zu/B38Of+jXqE149nPUPrKf+zPqcvnI695qo/b8uXMiTXjJzMom7FoePuw9f7vwSgH6R/WgYUPxof0YGHDsGTZti0hokMlIJnhs3wvffFxTNXV1h4EDnTauWp1RBsJDVp1YDqkLZ9YzrfLnzS4b/NJzMnExAXZx6zO1Br3m96LugL89tes7ssM+KwuLFaloZ/KQ0Dl88BC6ZcK4NK1dat48pU+DIEbjvPhgzxnZtC/AKoHPkTYCOn2I+5Lm/nuPUKejaVY2YjB4NkyZZts/LaZdZF70uN2VPKu8JgmAP4q6ehQxfGoZVHkEKoIa/C6TU4uJFdd2PigLPfEVbw8PVC0FVEqXe3PAmdafX5VjW30DlEKUAlUJP3vOfpQQGKlHKggydCkXq/7N333FR138Ax1937CGgqAiKgIoj99575U7LbblSs2mmNi2z0kwztfUrZ+ZIM3Ol5jY1995bxIWioiCbu98fn44hG24A934+HjwOvvPz4eDue+/v+/P+RCWg87iAQ1QZHGxzcEcvn9OkkxLf3L85bzV4K83se8PwvLSG7xUrln7goKZK0OTo0Rw2Npdu3wYnJ1VQO7nEoFQBy5SqW7IudX3qsjNoJydDTqZa/9up32g8rzFdf+ua+DkQIMAjACc7J8KiwwB109jNTc+1a3bE/3e/+vqj6+jR06ZMG6a2nUpkXCSDVw8mQZeQbnvOnYOEhNT1pJJ79lmIjVWfDfr2Tfrq2RNGjcrJb8E8JCglRDYFeATQzK8Zq3qvInRsKGv6rGFKmym42Kurr4dRD9l1fRc7g3ay/dp2Vlxewa7ruyzcauOJjIS//1Z3SWrXtnRrjMeQKcTtWolBt+xYsQJ+/lndpfj+e6M2DfjvjliZLdzVXaBWkWY829Kda9fgzTdh4UKwyWbtxK/2fEXLX1qyJ3gPAEfvqP7XLFHTuA0XQlgtvV5PSORtCPcpUEXOIelD2fqDZ4gruSPVhwR7eyhdWs1UW1CDEU+7/PAyN8NvkhDpDhScoFTbMm2B3AWl4uMhPNyYrco7jgddB7to3GILVkDClJyc1IxsyYNSkZFqdruMau9ZMiil16tMKR+f1MX9neycqOVdi6peGURL8qnX670OwA8Hf0hcFh0fzat/vUrfP/oSr4vnnYbvYG+TlLr094C/uTf2HoWdkgr/d+oE9+/bJA6tu/pQpcUFeATwSp1XaB3Qmt3XdzNz/8x025JRPSmDTz6B6dNhypSUXz4+8MsvSTM85jUSlBIimwbWGMjOQTvxdffFyc6JLhW68Gb9NxPXN/VryuP3HhP2bhg/dVbpmAUpKLVlC0RFqaF7ppxu9GTISbos7cLF+xdNd5JkDJlCbpEqUyo2NpMdkrl+HYYNU6mxS5dmfRhddoS57YGX1IXx8RWduXsXJk5UQwhy8jxULlYZSJqB78jtIzjaOlKpWCVjNVkIYeXCosOI1UVDuE+BKnIO4O4OON1nVnxV6PRqmh8SypaFJ0+SplEv6Aw1VLSPVASyoASlSrqVpGGphpQsVDJHtUQLerHzw0EqS6aYRoJSTxv992iazGuSZiHrsmVVfSjD30VGRc4NSpdWsz8ePWr+YHd4uHo9S2vmvQHVBnB4+GFaBbQyb6PMoFflXhR1LsrCEwsJiw7j8oPLNJrbiB8P/UiZwmXYO3Qvg2oMSrFPWuVcBg9WT9j8+Sqid+XhFQDKFC6DVqNlXrd5FLIvxAdbP+DsvbNptiW9mfeSK15cjdwYNy71V3w8fP11Nn8BZiJBKSGMzFZrSyGHQrg7utO+THsA/gn6x8KtMh5zzbo3Y98M1l1Yx+7ru017ov9UL1GdDuU60KlWTR4/hh07srZfXJxKkQ0LU7Pg1a1rmvZ1qFYn8fuYk535/nsYPz7jqagzUqW4+gR16u4p9Sb78DLVvKphq5VSg0II47gV/l8BkgKYKeXuDkR5YhPcHIqdpXBg6g8R1lZX6srDK7g5uBH7WGUHFJSgFMCeIXtY3nN5jurzGYJSBbWu1KnbKijl6yhBqaeduXeGPcF7uPH4Rqp1T78+ZCUopdGobKm7d9VQOnPaulU9lk1dIqtAc7R15OWaL1PBswInQ05Sd3Zdjt45SveK3Tk8/HCaZS9i4mM4dfdUihvrLVtCyZJxrF0L9+4lBfHLFFZV70u7l2bGszOISYjhm33fpNmWrGRKpWfYMDV74+zZ6u8nr5GglBDZMPfIXD7c+iG3w7P2TuDr7suMpjP4ufPPJm6Zeeh0qsh5oULQooVpzxURFwGomcPM4eVaL7O+/3p6dykKkKUhfJGRKji3eze0aaNm3TMVJ3sHSp+djmb/KJZ+F8irr+bueBWLVkSr0XLq7iniEuIY03AM/ar0M05jhRACuB3x33tlhHfBDEoBCSefB+CK4x+ptjF8eLtyxVytspyY+BhuPr5JmcJliHyi7pbk1YK6OZFe3aCsKFJEPRbUoJRnXE3Y/wbPuJvnei0/qVpcpbScvJu6HtHTQanMipwbWGIIn14Pkyap70eOTLkuOj6amftmsjd4r/kaZGaftvyUw8MP09SvKaMbjmZG+xn80esPPBw90tz+6J2jVP2xKl/t+SpxmVYLL7wQQVychsWLoXvF7kxrO40aJWokbjO4xmCW9FjCD51+SOOoKlPK1VXVLMwuZ2eVQRUVlfWJGsxJglJCZMO8Y/OYtHtStvbpGtA1zZk38pqspAGfPKmGIbRqBQ4mrmVpSGsN8AjgVvgt7j4xT1i/bVs11n/Nmox/J2FhaurVDRugYUNYvty0wxkB9k5/m7PffEOfPrk/lpOdE+WKlONs6FkKOxVmarupvNXgrdwfWAgh/lO2cFnKXJoG57sUzOF7AOe6A7DzbvpBKVNkSt2/D927w/btxj92TgQ9CkKPngCPgMTZ95ycLNsmY1t1bhXjt43P9n4FPVOq2JMWsGEWVb1ykL5RwCXPSn9aGZUgk61MKbBMUGrzZjh0SN2ArVcv5bqL9y8y6u9RzDowy3wNMjN7G/vEwPRHzT7irQZvZRioDvBQT6IhG8rg+efVDfd586Beyfq80+idFLNeazQa+lbtm+aohUePVLmQypVz/nnj1VdVPcTvv1efY/ISCUoJ8Z+0xnsnFxEbwYGbB6jgWQHvQt7ZPnZEbERummdSO3aoCHpmQ9Y2/1fjs21bU7dIBaV8Cvlw+t5pKn5XkVEbR5nsXNuvbmfsprGcDDmJs7MKNt28CYcPp7397dvQvDns2aNmudi8WY3xNzUfH6hQwXjHq1ysMrEJsVx6cMl4BxVCiP8EFA4gYdc7FHrQPDFbpKBIDEqF++DyoBHHQo4l3kwxMGVQato0ldG7cKHxj50TCboE2pdtT4NSDYiIUNcUpr5RY27T/p3G57s+T3MoVkYKelDq3j31WLy4ZduRF2UUlMpPmVKGLKkPP0y9LnHmPU8ZvmlQ3KU4znbOqYJSpUrF07q1npMn0/+MAfAk9gmzD8/m8K2kjU6fVo8Z1ZPKjIcHvP46PH5smkmZcqOAvV0IkXMD/hxA+W/LExkXmeb6Pdf3EK+Lp6V/y2wd917UPUrPLE3vFb2N0UyT2LgRoqNhzpyMtzPMGNGunWnbExYdxoOoB5QpXIZqXtUo5VaKpaeWsvHSRpOcb/3F9UzbO42gR0FAUr2stIbwXbkCTZrAiRNqitXVq/Nv3YyRdUayqPsiJuyYwIQdEyzdHCFEARMXB8HB6kNWLkY/5UnJp0SvpFdD+P668FeKbUwVlAoLS/pAkVeKqFcqVomNAzYyrvE4njzJv++LGTHMwrflypZs7VeQC50/iHrA0vjeUGM+xYpZujV5T6VildCgyVZQKrOhWRUqqCxEcwWl9uyBnTvVqIDmzVOvTwxKFZWglIFGoyHAI4CgsCDidfEp1g0apAeHx3T5szGf7fwszf03X97K8HXD+XpvUlXy3NSTSu6tt9Tfz4wZJGa15gUSlBIC2HFtB0tOLuHig4ucDz2f5jbbr6kc+ZYB2QtKFXUsSoIugd3Xd5OgS8h1W03h/H9d/usv9SEiLVFRsGuXerMsV8607THcbS5buCz2Nvb83EXV5Hr1r1fTDRrmxpE7aua9miXU7afOndUd3nnzYMiQlF+NG6vA1GuvwaJFatrv/Kpt2bZ0r9Sd38/8zp/n/rR0c4QQBcw76z5B170fJcsVvBSRxEwpoJPvAPYN3cdr9V5LsU2hQlCsmPGDUt99p2bCgrwTlEquwAalyqqg1OYrm7O1X0HOlDoXeo6rzsvBd68EpdLgbOdMVa+qONs5pxqRUaSIeh1JPnzPxwccHTM+po0NVKumgljmGIJlyJL64IO0by6cuy9BqbQEFA4gQZ+QKrOye3dwLXWVO/b/cuZu6s+cP/8MvWt1winWlxVnViSWL8nKzHtZUby4KnoeGpp5MoI5SVBKWD2dXsfYzWMB2NB/AzW9a6a5nSEo1cK/RbaOr9FoaFq6KY9jHnMi5ESu2moq59T7CWFh8E86EwXu3q2yqdq1M/0d75olahI6NpTJrScD0KR0E4bVGsbVsKtM3DnRqOdK0CVw9PZRirsUTxzXXayY6uft2zB/fsqvO3fg44/h228LxtCEEyEn0Ol1ac4eIoQQubH16maoupSA0iYuQmgByYNSDasVp36p+mnOzFa2rJrpyBBEyq0nT9QdbicnFfjJK0Gp30//zi/HfiEyNqrABqXqlaxHIftCbLmyBZ1el+X9CnJQKnHq+tCKEpRKx7ERx9g9ZHeqGkQajXp9uHlTvUY8eJD50D0DwxC+Y8eM2tRUjh2D9etVEKxTp7S3ORd6Dg0aAj0DTduYfCaxrtTDlEP4nJygcRd18z3mTpkU6379FV55BWKjbYjaNYI4XRwdP5pLUJDxMqVATcxkZwdTp0JMTO6PZwwF4COVEBm7cSPjgtW/n/6dQ7cO0b5se54t92ya28QlxPEw6iGVi1WmuEv2B80382sGwD9B6UR8LCguDi4lKym0enXa25mznpRGo8HT2TNF7a4pbaZQ3KU40/6dxvE7x412rnc2vcPD6Ic082uW4oJh5UqVGv3017Vr8OmnBWMoil6vp+HchkBSlpgQQhhLSOQtiHajvH8BmobtP46OSZmyhg8JIREhqYbp5GQGvuj4aGLi0/6kMHu2Cm4MG6Yyl0NC1My4ljZlzxQGrR5EXJyGhISCGZSy1drSMqAld5/c5WRI6tnU0lOQZ98zDN2yf1yxQD7nxpBRQWzD68O2beoxq7OU5rSuVHCwCoBl1WR1bzjdLClQQRfvQt442zlnrzEFXI9KPfim/TeUKVwm1bpKDVWg6vy+pCf8jz9g0CAVtNqxA2YMHAo6Ww7zE4EVEti7V2U5GaN2m68vvPSSCoj++mvuj2cMEpQSBdrWreof76uv0l4fmxDLB9s+QIOGKW2mEK+L55djv6SaXcXOxo4Lb1zg36H/5qgdTUs3BeCf63kvKHX1KsTHq2CTg4MKSqUVxNu0Sb0htW5t+jaFRoYSmxCbYllhp8LMaD8Dd0f3NGelyInZh2czc/9M/Nz9+LbDtynWOTlBjRqpv3IyDWtelfxCyVCMUwghjEGv1xMWfxvCfbL8QSu/8fKCokXVkJsbj2/gM92H19anHMKX3bpSy08vp8S0Eiw7vSzVupgYVeDczk7d6fbyUu/fDx/mtie5dzXsKj6FfEiIUWOPCmqAom2Ztmg1Wo6HZP3mWEHOlDIM3Sqqr1QgbtaZQkRsBJsub2LfjX2p1hleH7ZuVY+mDErFxkKdOvDcc1nb/vx5+P13CAyEF15If7utL21l6fNLs94QK9HCvwWjGozCzyP1B4c4VxWUOvNvGa5dU9loffuCra36HNa8Obw1tAQ9Kz8PHkG4VNtIbKz6HGIs776rRnx8+aV6H7E0CUqJAm3xYvX4+edp3xkIjQzF182Xl6q/RPUS1dGg4dOdnzJ59+Q0Z1dxc3BLfZAsqFK8Ch6OHvwT9E+ms/xlJl4XnyoVNDcMQ/fq1FGBqevXU6cDh4TA8eNqG3PMoNRnRR+cvnAiNDI05fIqfTgy/AiVi1cGMp8xMTNdKnShbZm2bOi/gRKuJXJ1rPzqi1ZfUMu7Fg1LNbR0U4QQBciDqAckaGIhwrvABqWWLlUfIDQaKOVWimeKPcOuoF2ERCSNqctOUCouIY7AIoE8innEwuOpp9VbuFDd2X7pJXXDzctLLbf0EL5H0Y94EPWAAI+AxMK5BTUo9WK1FwkdG8pL1V/K8j4ODur3URALnZ+9dw7iHCnhVNrSTcmzgsKCaL+oPdP3Tk+1zvD6sOW/2vlZHb5XpYqqLZWdoNTeveqz0MGDKkCVmSlT1E3q995T50pPTe+aiSNCRNZcDfsvdfZhAG++CT16qN/1ihXQpk3Sdq/VG4mLnQsfTw9i/nyYNct4bQgMVLMpTp6cN8qR5IEmCGEaCQmwdq36PiICJqZRisinkA/bB27nx04/AmCjteHVuq+SoE/gf4f+l7jd8tPL0y2AnhVajZbX677O63VfJyYhd4N3/zjzBxW+q8Dy08tzdRwDQ1CqYsWkWeeeHsJneLM09ax7BpcfXsbJ1glPJ88UyzUaTeIdh4jYCNotapftWXAgKZhVwrUEm17cRKVilXLf6Hzqg6YfcHj4YZzsnCzdFCFEAXIr/Jb6Jtwnyx+08pvGjaFRo6Sfn6/0PHr0rDq3KnFZdoJSC48vpPVClY687eo2gh8FJ66Lj1cfErVadYcboMR/91Lu3MlNL3LPMO15QOGkoJRrwRuxCYC7ozuFnQpnez9Pz4KXKRWvi+d+5H24X57ixTKIWli5QM9A7LR2Gc7Ad+2aesxqAN/JSV23nz2r6r1mhWEG7fj4pAmO0nP9uhrWVaoUDBiQteOLlOJ18fT9oy/D1gxLtU6DhkL2bthElmTtWlVKZdEi6NIl5XbN/Jpx651bvN3kVQYNUjMvGtPEidCzpwSlhDCpf/9VMwt07apS63/6CS5eTFofFRcFqEBH8g/kQ2oOwcnWiZ8P/0xMfAwPox7SZ0Ufeq/onav2fNbqMz5p8QmOtplMq5GJGiVqEKeL440Nb/AkNvdzeRqCUhUqqBdDjSZ1UMrwRmaOelJxCXFcf3SdskXKZjgOf1fQLrZd3UanJZ3448wfWT7+pQeXaDi3Ya6CjEIIITL2IOoBxDviGOeDW86SjPOd5ys9D8AfZ5Pek7ITlDp06xAPox/SoVwH9OhZfHJx4rrff1fH6NlT3eGGvJMpZcjeLuNRpsBnSoH6sPlv8L+JMwVnhaenmkwmLwyTMRZbrS3bn70PC3Yapc5NQWVvY0+FohW4cP9CqlpxhtcHg+wE8GvWVDfgT6WOdaXJcC0Pme/z++/qb3XUqIxnmZ57ZC7eX3uz7FTq4cbWzlZry5YrW1h7YW2qdev6rePRe2G80EMFc+fMgd5pfMzUaDQ5HqWT30hQSuQZ8fGwZ0/GRckNgoJULaSMrFqlHvv1U4Wp4+NVoT6Am49vUnpGaab9Oy3VfkWcijCg2gDuRd5j+enl7Lq+Cz16Wvq3zF6HTKRC0Qq8UvsV7j65y6Rdk3J9PMPdkgoV1AVuw4Zq+J7hro1er4qcu7iodaYW9CgInV6XZmHA5DoEdmBFzxUA9FrRi/lH52d67AdRD+i4uCP7b+5n3YV1RmmvEEKI1OqXaA6fR1Lx1ueWborZVClehcAigWy7uo0Z+2YA6n3V2eMJly5nXo384K2DAExvPx2tRsuvJ35Fr9ej06Wclt0gzwSlkmVKRUSoZQU5KLXizAoaz2vMDwd/yPI+htIHeaH+lzHdu6eBaA+ZeS8TVYpXIUGfwPn7KW+IliyZFPTRatWw3KzKTl2p0FA4fDgpI+ZkJnX6jxxRjy0z+egT9CiIOxF3cn3DvaAK8Agg5EkIkXGRqdZpNBrmzFHZboMHZ3ycLVe2MGDlgHQnwCgIJCgl8oxZs6BJExUtzkh0tAqO1KtH4h25p+n1KtvHzg46dFCzGVSqpMbq7t8Pn+z4hNDI0DSnbwZ4o94bAHx74Fu2X90OQMuA3AelJu6cSLffuuW4FtKF+xfYcHED7zV5D08nT6btncbF+xcz3zEder16MSxRAjw81DLDEL41a9Tj6dNw+za0aJHx3RJjMdx5LFu4bCZbQvdK3dnQfwPOds4MXzecEyEnMtx+1MZRXHxwkWG1hjG64WijtFcIIURq168DaCjrb4Y3jjxCo9HwdoO30Wq0RMRG/LcMHLuM5VrvImy6uC3dfWPiYzgRcoIKnhWoWLQibcq04cy9Mxy5fYS//lKZDZ07q6nZDQzD9ywdlBpYfSA7B+3k2XLPWkWmVPuy7SlkX4ifD/+cqvZlenJa7Hz+fBg3Lms3bM3t8oPLnL51BTQJEpTKRJViajKZp4fw2dgkDdnz9VWfW7IqO0GprVvV31CPHurnzDKljh5VRbcrV854u+uPrgNQ2l1qiqUloLB6cq+FXUtcFhIRwo5rO7j35B6urmoYZmaWnVrG4pOLU2ThFjQSlBJ5xvL/SiRNn57x9Ma//aaCJKGhavxtWk6fVmnurVqBm5t6YZ0yRa174+MrzD82Hz93P16r+1qa+1f1qsqz5Z6lavGqbLy8EQ0aoxTx+yfoH9acX5PixSk7Fp1YRMclHdl9fTeTW08mNiGWNze+meMgV2ioumuX/AXREJQyZJpt3qwezVZP6oEa45BZppRBq4BW/NT5J+J18QxdM5R4Xdq58RsvbeTXE79SwbMCszrMynBooBBCiNz59+wVKHwFv4ACNF4pC0bWHUnEBxGMajAqcZmHmz04PuLHvQvS3e94yHHidHHULVkXgNENRvN9x+8pU7gMv/yithkzJuU+hkwpS9eU8nT2pJlfM0q4lrCKoFRhp8K80/AdwmPDmbJ7Spb2yWlQ6uOPYepUVZw6r/lkxye8fa0seJ2U4XuZqOpVFYDT906nWmcYwpfd2nuGmdiyEpQyDN0bMQKcnTPOlIqMVKMoKldWRfozIkGpjJXxUJ9lkg/13XxlMy1/acn8Y5mP8DAYWXckADP2zcj1JE95lQSlRJ5w+7bKYAJV4yj5uOfk9HqYOVN9r9Go79P63zTURDIEWEDdYWzaFA5qZ6HT6xjXeBwOtum/2q7vt56v2n7FudBz1PSuiYejR/Y79hRDYGvX9V052n/HtR0ANPdvztBaQ6nrU5eNlzYmpvxnV/KhewYVKqgg1T//qJlizFlPCqBi0YoMrzWcuj51s7xP3yp96VK+Cw1LNSQuIS7V+ojYCF5Z9woAs7vMljRjIYQwsZlnx8BbZSnkG2TpppidvY09rvZJlb67Ok6FGFd23tiU7geKQ7cOASS+97Uv155X676KI4XZsEFlRTVtmnKfvDJ8L3mfrCEoBfB2w7fxdPLku4PfJRX1z4AhKJWdGfhCQ+HGfxNBz5uXg0aa2LnQ/4qS3i8vmVKZaOTbiOUvLGdYrdRFrw1BqezOUlq4sApknTihakulR69X1/JOTuo1pHJlVaIjPDzt7U+cUMkBhkysjFx/dB0nWyeKOJlhau58yJAplXzWdENiQoBH1p/wWt61aOnfkoO3DrLtavoZt/mZRYJS58+fZ8iQITRv3pxu3bqxypCSIayWYahYq1bq0RB4eto//6h6R23bQqdOauiZIZMnOcOfVNeuScs0Gvj4i0dQcy7amML0rzwwwzZpNBp2Bu0EMFo9KUNQ6p+gf7K9b1RcFPtv7qds4bKUciuFVqPlp84/sfWlrdQrWS9H7Uk+815y3bqpN7g//4SdO9XsG1lJLzWGlgEt+anLT4l3i7NCo9HwZ+8/mdVhVpqzyO24toMbj28wss5Imvo1TeMIQgghjOlu1G0AqgV4W7gllle+rB1cbcXDuBBO3k07RaG0e2meq/gcTUo3SbF84986InVhPPdc6hmSDNkplgxK6fQ6inxVhPaL2gPWE5Ryc3DjvSbvER0fzef/ZF43LSeZUskzYJYuVRkseYVOr+Nc6Dlc4/0gzlmCUpko6lyUnpV74u/hn2pdTjOlQAWOIiPhwoX0tzl3TgU3mzdXmU9VVdIWp1MnbQFJf3eZBaV0eh3Bj4Mp7V5aRh+kI8AjABc7lxQ1pa6EqawpQ8Aqqz5oqgoKTtqd+3rCeZFFglIff/wxDRs2ZPv27UyZMoXp06dzNbOq1aJAM2Q2TZ+uXiw3bkwKmCRnCFaNGqW+AGbMSLnNjRtw6BDUrasKCCZ30nYeOESgOzCCFUszv2LqXL4zuwfvZnjt4dnpTrrql6yPndYuR0Gp/Tf3E5sQS3O/5onLanrXpFVAqxy3J6OgFMCECRAVpYKAef39xkabNB3xnut7Uty57Vy+M4eGH+LLNl9aomlCCGF1wuJvQZQHlco5W7opFlelCnBZjYHfdDntVPDO5TvzZ+8/qeVdK3HZtbBrvHioDHQZnlgLJjk7OxXssOTwvTsRdwiLDkt8z7WWoBTAa3Vfw6eQD6GRoej0GReyNxQ6z0lQyssLHj9WNwrzipuPb/Ik7gnOkeoCUoJSWfd0tmTPnuq6u3//7B8rK3WlDCMeDGU4qqjyVunWlcpqUCoyLpI2ZdrQwr9FltpqjVqXaU34++G82+TdxGWGTKmslilJPFZAa+qVrMe2q9vYd2OfMZuZJ9ha4qS3b9+mffv2aLVaKlasiL+/P9euXSPgqbzF2NhYYmNjUyyztbXF3hzVlo1M91+RJF1GxZIKqMz6Hh4OW7dq8PeHKlX0vPEGDB+uZeZMPd9/n/TCffUqrFqloXx5aNdOj0YDVapo2LBBw9mzusQhaCrApaVbN12q2lRDaw7lQagdk2Y8x+eX9bz0kh4bG9Jlq7GlYamGGbY/O313sHGgXsl67Anew63HtyjhWoJfT/zKkdtHuPDgAv2r9Kdf1X5pHmvH1R2AyrZ6ui0Pox4yYecE3qr/VrZe5M6e1QAaypdP+buqWxe8vDTcuKEiUW3apP5dZkV2/+71ej0j/hpBda/q6db7yszUf6fy3tb3+F+n/zG05tDEYvbVilfLVltyS/7nrbPvYN39t+a+a59OY7FiOr2OKNvbEBaIn5+lW2N5tWqB5mo79Kig1JhGYzLdB6CEky+R0QlQYQ01GoQBHqm28fJSWRI6XepMKnMwDEsxXHtYU1DKyc6JkyNPZmnoUm4ypSZNgqFD1RC+nAQuTMEwdM/moQpKSU2pzE3dM5Wv937Nj81+xD9ZWpSPT9IIj+xKHpTql/bHh1RBKUOmVHp1pQx/d9WrZ3xuV3tX/ur3V9Yba4XSmlDrathV3BzcKOxYOFvH0mg0fNDkA3489CNOtqlHheR3FglK9e7dmw0bNjB06FDOnTtHSEgIVQ3/IcnMnz+f2bNnp1jWs2dPevXqZa6mGl1wcLClm2Ax6fV9/XpnYmO9aNnyEdevP6BJEw1Fivjyyy8aRowIxt1dfbiZPLkIer07/fqFEhysBkL37+/K++8XY9KkCCZOVO/0y5Z5Ac7UqXOLoKDU9YWGVOnE0cYe/PWXhnnz7tKunenzoZP3vZp7NW6E3eDA+QNUL1qdr3d/zcn76p3h4I2D1HGpg4NN6lpXmy6od5WyNmUJCkpZo+O3C7/x3cHvOHv7LLNbzU61b3pOny6Fg4MNen0QTx2Sli09+e03NwDKlw8mKCjnHzKz+ncfGhXK3KNzaViiIZ2Ld87RueoWqouDjQNjNo1h96Xd3I26y2f1P6OYk2Vu48n/vPWy5v5bY9+fvrFmze5H3kevjcM+1htnSZTCxQWq+JTj1J8L+eav1EPIj94+yoLjC+hXtR8NfRsmLt+9ywb9sQHQ9EtWXfidYbVT16Px8oIzZ9SkJYbAhzldDVNBKUN9FENQytU1vT0KluQBKb1en+4wppwGpezsYMAANUP1tm3qBm1eeKkxBKUS7lTC0dE6gpC5ZaO1IeRJCOfDzhvtmJllSsXEwI4dKvD1zDNqWUaZUnFxKlhVrpyaKErkXlBYEJcfXqZ56ebEJsQS/CiYal7VcjTksVvFbnSr2C3zDfMhiwSlGjVqxCeffMK8/6r2jR8/nqJFi6babvDgwfR/6pZAfs6UCg4OxtfX1+rupmbW9z171D/lgAGF8PMrBMArr2iYNEnDpk2+jBmjsqlWrNDg7q7n7beL4OqqLgLeeAOmTdOzcmUhZsxwRauFffs0lCunp00bn8QhZ3q9nu3XttPcrzk2Whveew/++gt++604w4aZbhaDtPo+w3cG32m/S9xmSvspaNCw8MRClp5aypHII/Sp0ifVsX7r/Rv7buyj0TONUq0b4zuG36/9ztYbWzkde5qOgR0zbVtMDAQHa6hSBQICUt/K7tdPzXRYs6aeWrV8s9PtRNn9u799Q9Ugecb7GfxyeHvdDz8+Df+U97a+x6LziyjsWBjfUr54uXrl6Hg5Jf/z1tl3sO7+W3PfRZLLd9VruZvGx8ItyTsa1NdwcvaL3L8MPFVaYPu17Xx38DuqelVNEZT680/gxIvQ9EsWnliYZlCqRAn1GBJioaDUf5lShvooERFquTUFKZ7EPuG9Le8RGhXK0ueXprlNdgudR0SoDDj/Dit5d9su2rw4gOPHa7NgAXz6qXHanRtN/ZoyqdUkJi9sSrFieb/EQ15QpbiKBl0ISyoAFa+L53+H/sfco3PpUbEHoxqMopBDoSwf08dHDZ08elQVNH/6edi7V9Wc6tUraZ2XFxQtmnam1Llz6vNBVoqc7w3ey5l7Z3i23LOUdCuZ+Q5WatDqQey4toO779xFj54F3RZkONFWVj2JfYKLfcF5oTV7UOrRo0eMGjWK8ePH07JlS65cucIbb7xBuXLlqPhUYRt7e/t8GYDKiFartdoL9bT6HhcH69ersfbNmmkTU89few2++gq++07L6NHw66/w6BGMHg1ubkmvuC4uanrTSZNg/nwNpUqpY3brBjY2Sdv9G/wvbRe1pX/V/izqsYjGjaFOHdixQ8PJk5pMU1SN2Xd7bcq/6Q6BHQAo5lKMpaeW8tORn+hXLXUObmmP0pT2SHvKVa1Wy3cdv6PxvMa8velt2pZtm+kL3pUrKt2/YkXQalNfTbRvr363nTtr0lyfHVn9uzfccS1XpFyu/k/eafQOy88s58jtI0xvPx1vN8sV2pX/eevsO1h3/6257wIi73vC1s+pWKGypZuSZ9SrB7Nnw/79eirXeYCnc1IEyTCDbvJZZ3U6FZRyiniGil612X19N1ceXkk1RN8wA9+dO0mZEOZkeN+2xuF7Bo62jmy7to0z987wTsN3qONTh5j4GOJ0cYmzMGY3U+rECdCj43btV5ix/x4wA0bU4tt/h/N+7BAc7e1M0pesqlGiBpU9a/DBFShf26JNyTeeDkol6BJoMKcBh28fBuDYnWPMOjCL9xq/x6t1X01z4p6naTQqgLRpEwQHQ+mnPiY8PXTPsE+VKiqD6u7dlEMvs1pPCmD56eXM2D+DLS9ukaBUBgI8AtjBDq6EXaG4TXEGVBuQ6+ujqXum8tk/n3FkxBHKFSlnpJZaltmvGG/cuIGjoyNt2rTBxsaGwMBAqlWrxuHDh83dFJEH7Nypgk2dO4NtshCpj4+K6gcHw8qVKm1Zq4XXX099jFdfVft+9x388Yda9txzKbf5Zt83APR8piegXpANhdLTm+nP3Gr71KauT10eRD0gPCblPK0Poh6kO420QSPfRrxY7UUuPbiU2N+MnP8ve9hQi+tp9vbwv/+p58ZcrjxUM1Jkt/jf02y1tqzru44/e//JwOoZz7IohBDCuCLvlIRdH9K02HOWbkqeUa8eYBPDhLAytFqYcoKSw7cP42DjkPihFeDAAbh9G559FgbWeBGA3079luq4hqCUpWbgK+9Znialm1h1UMpGa8NnLT8DoPmC5jh/4YzjF468+teridt4eKhrz6wGpY4eBbyPEG1zj9retVUxae8jPKz8JTt3ZFAM1YxCQ9WjFDnPGm9Xbwo7Fubcw//qcWlteLbcs/Sq3ItDww4xusFowmPCGbN5DD8e+jHLx61fXz2OGgXx8SnXGYJSbdqkXJ5eXansBKWuP74OqJlDRfoMQ5sNWaXG4OHoQXhsOFN2TzHaMS3N7EEpPz8/oqOj2bFjB3q9nitXrnDs2DHKlSsYUT6RPYZZ954OIgG89ZZ6fO01uHhRZT+lNY6+ZEk1c0VQEKxYod4cGyZlv3P14VVWnl1J2cJl6Vw+KcLSsyd4e8OSJXDvnvH6lBsb+m/gxCsnUqXu9vq9F8WnFSc0MjTD/ae0mUIh+0J89s9n3Hx8M8Nt05t5z5IuP7wMQNnCZXN9LO9C3jxX8TmZplYIIczMMKFyTqY4L6gqVwYXRwfiw7w4EXKC2+FqiGNYTBiXH16mRoka2NkkZb+sXKkee/SAnpV78knzTxJvrCWXfPieJbzX5D12Dd6VWFvJGoNSAN0rdqdrha442zlTyq0U9UrWw9/DH4BH0Y8IeXKbwoWzHpQ6dgxwuk8pp0BeqfMK2wdu5+eq52HNHH5ZYNks1Mcxj2k6vylT9nwFSFAqqzQaDRU8K3A/+j6Poh8BMLHlRJa9sIzaPrX5uv3XXH7zMu80fCdbs36PGaNGf/z5JwwcCAkJavm9e3DkiJpo4ennKL26UoagVI0amZ/3+iMVlCrlVirLbbVGhqHN18KuMef0HNotasepu+lMfZhFL1V/iZKFSvLL8V8IflQwania/VXN1dWVL7/8kp9//pnmzZvz5ptv0q9fP+obwryiwLlzB548SR0Y0OtVUMrRMWVaqUG9eiq4ZLgTY8hsSoshgAUqsyf5jHrfHvgWnV7HW/XfwkabtMLeHkaOVGOnf/opm50yEU9nz1RBlNiEWP4N/hcnWyc8nTIuGOFdyJupbacyre00SriWyHDbvBiUCnqkqq2XLZL7oJQQQgjLWHXze+g6FBef65ZuSp5hYwO1a0PsWXXBs+XKFoDEiU6SD93T69UHTFtb6NQJfAr5MKHFBAI9A1MdN/nwvbzAWoNSGo2G1X1Wc2/sPS68cYH9L+9nYsuJ7A3eS+Ephfl056d4emYvU0pzpT1nRl5gSM0hAAzpVp6Ssa35Y6WOT7d8xcBVlskEPx96nt3Xd3PunrqQlKBU1g2pOYQKHhV4Eqf+UZ6ena2kW0mmtZuWOOxz0YlFjFw3MsPREm5u8PffKvtpyRJ45RX1GrJ1q3pM6zOWIVMqeVBKr1fB0BIlkoLdGQl+FEwx52JZGmZozQxZpFfCrnAs9Bhbr27FVpu7CkoOtg6MaTSGOF0cn//zOXEJqSf2ym8sEmpv2LAhS5Ys4Z9//mHdunUMGjTIEs0QJnbsGPTtC76+Gp59tiQXL6Zcf/SoGp7Xtm36Fy+GQFSNGtA09YQ1ierXhwYN1Pfdkk1K8DjmMXOOzMHdwZ3BNQen2m/ECBWc+uEHiI3Nas9M62HUQ77a8xUrzqwA4NCtQ0TFR9Hcv3mWsn5G1BnByLojUwTg0mIISpUvn+smG82WF7cQNCoID0cPSzdFCCFEDp2N3Qy15uFdMsHSTclT6tUDLqtPiJuuqHE1QeFBaNBQx6dO4nanTsGlS9CqFRR+atbwiNiIFD9bcvheSEQIX+35in+D/01cZghKyayLSlWvqmg0Gvbe2IunJ0RHQ1RUxvsknwGtUKGkwIWNjcqEiY3RsmD/ShYeX8iF+xcyPpgJnA09C0ARnbqrmbwmkcjY0JpD2dB1Az6FMp8EIiY+hi92fcH/Dv+Pr/7LSktPkSKwebO6pp8zR31++vtvtS6toFTl/8r9JR++d/WqKqmSlaF70fHRhDwJkaF7WZA4fC/sKtcj1I0aQxZlbgyrNYyizkX5+cjPlJxeknidGrup0+syLfmSF0kVUmFUer2asrZ9e/Wi9ttv6oXy5k07mjXTpJiydNUq9Zg8iPS055+HKVNg/vzMZ/aYMwcmT05ZA2lv8F6i4qMYXnt44l2H5IoXh/79Vd2GFSuy3k9TCnkSwrtb3mXSrkno9Xp2XNsBQHO/5tk6Trwunl+P/5r4IpWcXq9qSpUqlbembbbR2sgbnBBC5HOPdLcAqF3ecpNM5EX16wM36mOvL8Tmy5vR6XUMqDCAB+Me8MIzLyRu9+ef6rFHj6R94xLiaDCnAfXn1E/xgcOSQakTISd4d8u7/HHmj8RlT56AkxPIPAeKq70rVYtX5dTdU7gVewxkni119izE+uzApfUs7kSkTIEz3MdPOPISAL8e/9XYTc7UuVB1V9MlSgWlJFPKNBxsHVjXdx2eTp68t/U9Vp5dmeH2Xl4qO8rfX9Xi/fVXFRxulHrSbtzcwM8PTp9WkyrAf0NGyVpQ6sbjG4DUk8qKEq4lmNRqEm/We5Mb4TfwdvXG0dYx18d1sXdhY/+NvFjtRdqWbZuYfbXp8iYCvw1MfI7yC3nLEEZz65Yabte6tSqsV6MGLF0KN2/qGT36IXfvamjRAv75R22/erUKNHXpkv4xbWxg3LisjW2uXBneey/l0L325dpz4OUDvN/k/XT3Mwz9mzFDBWssrWLRirT0b8nRO0c5cPMAO4N2Aqgil9nw/pb3eWnVS/x4MHWxxDt34PHjvDV070nsE26F30Kn11m6KUIIIXIhyvY2mujCuLvk/sK7IKlXD9DZ4f6gFSFPQjgZotIU3BzcUkztvXKluj5KftPOzsYOF3sXztw7k6IeiSFLxRLD9wyTkxhqpoAKSuWlm115QcNSDdHpdeh8DgCZB6WOHgVqzuVYibc4H3o+xbrAQDVyIHhDb7R6OxYe/9Xs102GoJRtmASlTK1skbL82ftP7LR2DFg5gEO3DmW4falSKjDl46NqS7VoAQ7pTMZdpQpERKiavJC9Iuel3Erx75B/Gd9sfNY7Y6U0Gg3vN32fJr5NCIsNy/VkTsnV9qnNwu4LWdxjceKyDRc3cPnhZZafXm6085iDBKWEUSQkqIyj/fuheXOVMnrkCPTpo2oivP56GN99pyM8XGVRzZqlprtt1Mg0ab/xuvjEO4k1vWtS2KlwuttWr67afPAg7Ntn/LbkxMg6IwFVD2vP9T34FPLJdvHv1+u9jqOtI5/u/DRVun9erCe17eo2Sk4vyfht8gYnhLBOX3zxBe3bt6d58+b07t2bfwx3cfKR6Bgdeuc7OMRJltTTfH1VNsOTPYP4pNkE7GzsOHbvGNHx0YnbXLkCx4+r66On67r0rtwbIMWHDTs78PS0TKbU1TBV0d4wPAXUh1xrqyeVmUa+KlXlicdeIPOg1JGjOij3N842bon7JjdhArjaeKI715nrj4N4Y9ouoqNTH8dUzoaexU5rR/w99bxLUMq0mvo1ZU7XOUTFR9F1addMC1uXKaMCUy1awBtvpL/d03WlshOUcrR1pKFvQ2p6Z2FjASS9Xhpj6F5GXq+npqpfd2GdSc9jbBKUEkYxZQrs2KFeALduVeOXnx5uN3KkypxKSEjKTkpr1j1jGLd5HF1/68rdJ3eztL2hPTNnmqY92fVcxeco4VqCxScX81rd13ir/lvZnkXOz8OPEbVHcD/qPj8f/jnFuvP/3XjLS0GptO64CiGENenfvz9r165l586dfPzxx4wfP56wsDBLNytbLt25CzbxOMeXtHRT8hyNRg3hizzyHH28P+Hyw8v02NCDj3d8nLiNYehe9+6p9+9RqQc2GhuWnV6Wagjf3btJw3DM5en3bb1eZUpJUCqlhr5qSuhQp6wFpXZdOgwu92jl1zbFjIwGrVqp4GVXPzWE74fdvxIYCD//rAILT3+FhxuvLwm6BGy1tlT1qsr9e6ptUlPK9F6q/hIfNv0QPXruR2VeLb9iRdi+HZ59Nv1tDDPwGepKHT2qhvWlNdO5yJ0lJ5dQb049AMoVLmfScwV6BlLeszy7ru9KnOUxP8hd6XchUNlFH3+sakctWpRy+NzTevcGDw9VJyEyMuN6Ujm1+/puZuybgU8hH+xt7LO0T9euagz2ihVw8aJKj7YkOxs7Xq75Mp/v+pwSriV4u+HbOTrOmEZj+OHgD0z7dxqv1n01cQyzIVOqQgVjtTj3Lj+8DJDtjDAhhCgo/P39E7/XaDTEx8dz7949PDw8UmwXGxtL7FOzc9ja2mJvn7X3PFO6fPsO6LS4URJdJlESw/rMtitI6taFNWu07Nun45LvQQBql6iNTqdDr4elSzWAhm7ddKmCTEUci9C6TGs2Xd7EkVtHErMUSpTQcOaMhvv3dXhmPEmvUV19qO78l3YrjU6nIyYGEhK0uLjo0ekyrodgTc99gHsA7zR8h8enGnERCA3Vpdt/nQ7OxK0HoOsz7dP9/Xh6wrLPn6XaD8/gWs6bE3/pGTEi7ZuXtWrpOXBAn2lt1qzQoOH4iOMk6BJouVAPaPD0TP23mhFreu6flpu+T2g+gdfrvk5xl+JG+d098wyAlpMn9dy5o+fWLS3NmukBfabP5+sbXmfDpQ2s67OOSsUqZfmc1vrc3w6/TYI+ga8afcWoJqNM3v+O5ToyY/8MNl7aSM9nepr0XFmhzUKRQQlKiVx59EjNsJeQAPPmQcks3Bht314N87t0yfjBn8i4SAavHowePbO7zM7yLG42NvDhhzBsGHzwAfz+u3HblRPDag9jztE5mc6il5FSbqUYVGMQs4/MZsGxBbxS5xUgbw7fM9xxNeZYayGEyG++/PJL1q5dS0xMDI0bN6ZcudR3VefPn8/s2bNTLOvZsye9evUyVzPTpb9TDD6PoU6fuwQZipVkIjg44+EoBYmfnyPgzS/7lrMj6AsASlKSoKAgdu925PBhbxo2jMLG5g5p/fpae6mg1Oy9s3m39rsAuLgUA1w5cuQW5cubb2rwyw8uU8ypGPdu3QMgLEwL+GFjE01QUNaKXFnLc/9a4Gv8dUGlkF2+HEZwsMpgeLr/QUG2xPhuBKCKY5VM/4c2dlmLRqPhWucbLFrkRnh4yg9/Bw86cuSIHWvX3qJ6deNOM33rVkns7W25fz+IBw+yv7+1PPdpyU3fg0KD0Ov12R5B8TQnJ7Cx8efIkTj+/vsBUIIyZR4TFJT5k3nq5imuhV0jIjSCoMisvc4nZ23PvUuc+t8Pjgjmxg3TFyCv46Zmc/392O/Uc6ln8vNlJiAL6XcSlBI5pterIXnXrsGrr2Yv66lKlaS0UWP6YOsHXHpwiSE1htAhsEO29h00CKZPV9lS+/f/N0uOBZV2L82Nt2/kKigF8G7jd1l0YlGKGVzOnVPp9VkJIprLlYdXsNPaUcqtlKWbIoQQFvPee+8xduxYDh8+zOXLl9P84DF48GD69++fYlleyZQ6fx7QaQko6Y2fX+bZMsHBwfj6+mbpTmpB4O6uHq/fsoH/ym41rNQQGxsbhg5Vz/XEiQ74+fmluf/Q4kO5FnuNF6u9iF9JtU2ZMmo/Gxsf0tnNJPYM2cOD6Af4lVInNTyFRYo4ptt+A2t87g3Z6TpdYXx93dLs/+79keB5geL6atSvlPULUT8/VR/1ab/9pmq+btzoQ9euuZ/NZ9f1XWg1Wur61CUszA4vL/D3z94fnTU+9wbG6PvSU0uZsHMCa/uspbxn+Vy1p3x5uHjRjqAgNQazWbNC+PkVynS/e7H3sNPaUbtibbSarPfDWp/7eg71YAf8de0vpnaaip1t6mG5xuRdypuvT35NlZJVMn0tziskKCVybOFCVSOqShWYNs3SrVHD9mbtn0Upt1JMbz892/vb2sKXX6rg2rvvqrHYxkh1zo3cBqRAzdxx651biVljkZFw/TrUqmX5/hno9DquPLyCv4e/UfoshBD5mY2NDfXq1WPp0qX4+vrSpEmTFOvt7e3zRAAqLdfu3wZX8CjsleUPHVqt1mo+oBQpooITl3e0htrQvGRzbGxs2L9fy/bt6oZY69badN+fPV08+aHTDymWGQqi37unxZy/xkrFUw7biYpSj66uGrTarF1gWMtzf+PxDb648hq0qciDB1MS+/x0/8+ddIVpIUxcfCvLv5e159fy7YFv+eW5X/AulHKCgR49VNmMpUs1TJ+uwdk5d/34aPtH7L6+m5tv3eXhQ0cCAsjyc/00a3nu05Kbvj+Je8KlB5f48dCPzOyQu2K4VavC2bOwfLl6DmvXzvw1RK/Xc/3xdXzdfbG1yVkowdqe+7JFVGmSK4+vmKXvjlpHjow4YtJzGJv1/DUIo7p4EV57DRwdVWDKycnSLYLfTv2GHj0/d/4Zd0f3HB2jSxdo3Bh27oT1643cQAtKPozx4kWV5ZaX6knFJsTybuN3ebnWy5ZuihBC5BkJCQlmSfU3pkU3x8MYHx67HrZ0U/Ks+vUhPrwI61uE8GPzHwGYNEmt++CDrN8wiktQQ/UMQak7WRsxZxQJuoQUxdZBFTkHKXSeliJORdgd8heUX5dhofOjRwGdLe3ql87ysU/ePcnmK5tZemppqnWOjipT6vHjpCL6OaXX6zkRcgJvV280UWrKPZl5z/z6V+2Ph6MH84/NJzwmd1XsDaNWTp8GBweolIXyUA+jHxIZF4mvm2+uzm1NDJ9LXWxd5OZ7OiQoJXJkyhR18TFtmmmG4eXEdx2/48QrJ7I9bC85jQa++kp9/957qlZWQXEu9BzPL3+ehQdXAnmrnpSjrSOftvyUcY3HWbopQghhEREREWzcuJHIyEji4+PZsmULhw4domZW5ufOQ+7F3ASgtIePhVuSd9X7r8THhWNFcbR15PhxWLdOZS107pz5/nq9nueXP0+l7yuh0+vw8lLLQ0LS3n7XLlU3M86I5aZm7p+JxxQPVp1blbhMglLpc7ZzplrxGlD8DHcfh6W5jU6vY++jFbgVDyPZnAeZGlBtAAALjy9Mc/2QIepx3rysHzMt18Ku8TjmMTVK1OCeKiMmQSkLcLF3YWjNoYTHhqf7nGdV1apJ31epAnZZGFV2/dF1QJUZEVkXOiaUPS/sMdv59Ho9Pxz8gdf+es1s58wNCUqJbNPr4e+/VXbUy3kssaWqV9XMN8pEo0ZqKuZTp+DXX43QKAvS6dRF4pMncO9RBCvPrmTJjc8BfZ4KSgkhhIA///yTjh070rp1axYsWMDnn39OhbyU1poFD+NvgU6LX1EvSzclzzIEpQ4cUClRU6aox/ffJ0vD7zQaDTq9jssPL7Pvxr5Mg1Iff6wysYxVamHjpY189s9nPI55nKIO5GU1iW5ie0RKjUo3BOCWdl+a6/8+eYiwdj2xf+HlbJVXKO1empb+LTkecpzjd46nWl+zJlSvDtu2wdWrOWo6AMdD1LGre1VPDEoVL57z44mce63ua2jQ8O2Bb9Hpcz6TW/LEgqze/9Dr9bT0b0kt71o5Pq81KuxUGDd7N7OdT6PR8MvxX/jh0A/ceJz3M64lKCWy7fx5uHFDFVR0cLB0a+Duk7uM3zaeW+G3jHbMyZPVjHzjxyfVSMhvdDqoUwdcXdVXs3J14FI77miOQrmNeWr43q/Hf+W1v17j8oPLlm6KEEJYhKurKz/99BM7duxg586dLFq0iFatWlm6WdkWrr8FT7woWkTKlqanenWwt4cDB+DqVVt+/x3KloWe2Zi5u3fl3gAsO7Usw+F7CQlw6JD6/tNP1RD+nNLr9UzaNYmOizvyOOYxX7f7mjo+dRLXb9qkHvPhn61ZNPZtBMB9571prl9yYAMANVyzn/H/UvWXAJixf0aqdRpNUrbUggXZPnQiQ8Creonq3L2rlkmmlGUEFA6gS4UunL9/ni1XtuT4OGXKJJVgqVEja/vU9K7JtoHbGNVgVI7PK8yjc6BKvV1/Me/XpJGglMg2w0VH27aWbYfBT4d+4vNdnzPvaC7zkpOpUAGGDlXBt2+/NdphzerkSVWboEQJaNJEfVUN+xCA4i98zjPP5H4WFmPZcGkDPxz6gci4SEs3RQghRA7FxMcQbRMKj0vi4WHp1uRd9vYqK+HSJQ1TphRBp9Pw7rtqwpWs6lK+C852ziw7vYwinqrWQFqZUmfPQkSEKrAeEwMjRqiM9+wKjwnnhd9f4MNtH+Lp7MnmFzczuuHoxPU6HWzerGYXrFs3+8e3Bg19VaZUlOdedGkkt+y8pYJSnStkPyjVu3JvyhQuw4JjC9IMUvTvr/7u5s/PeWmKtDKlJChlOaMbjGZMwzFUKpqFQlDp0GqhcmX1fT4bKS6yoHN5FZRad2GdhVuSOQlKiWzbvFk9tmtn2XaAKpD946EfcbBxYETtEUY99oQJ4OysUt6PHjXqoc3C8Dx99JGqJ7FrF5xY24ympZty1/FfXl43OLFIqiUFhQWx5vwaXO1dE2enEEIIkf/cjritvgn3kaBUJgxD+DZtcqFkST0vvZS9/V3sXehWoRshT0LYfXM7np5pB6UOHFCPY8dCs2ZqZuH587Pf3ojYCPYG76WWdy0ODTtEq4CU6VBHj8L9+9C6dfaCa9bEz90P54jKEFWER49Srtt3Yx/BugNwpzqt6ma/HpuTnRNzusyhe8XuVC5WOdV6T0/o2hWCg9UwvpyY2HIic7vOJdAzUIbv5QHN/Zsztd1UfN1zV3B8xAjo2BFq187a9qvPrWbJySVExeXToSRWpEaJGvgU8mHr1a15/vmSoJTIlthYdUHj7Z0UWbekFWdWcDviNv2q9qOYi3Fv13h7w7hx8OgR1KqlgnCbN+fsDqMlpJfRtrjHYp4p9gyLTy7m8G3Lzo6k1+sZ+ddInsQ94YtWX+Bsl8u5ioUQQliMk60TPpc+hDMvSFAqE/XrJ33/zjv6HJVD6FulLwBLTy7Fywvu3iVVBs7+/YBjGEWrHOfnn1W2zJgx6defSo93IW+2vrSV3YN34+fhl2p9XrphmVdpNBqevXIKVvzGgwdJy2+H36bHsh6g0WO75+Mc1/xsGdCSlb1X4l3IO831hiF8OQlKAlQpXoUhNYdgq7WVTKk85t6Tezne9+WX4a+/sl6S5at/v6L/yv7E6+JzfE5hHhqNhk6BnYiMi2THtR2Wbk6GJCglsmXfPlU0u23brE9ZbEqz9s8C4M36b5rk+OPHw9KlKii1ebO62KpVCxYvhvg8/FocFaUyo/z8IDAw5Tpfd192Dd7Fqt6raFCqgWUa+J/fTv3GhksbqFeyHq/VzR+zQwghhEibl6sXrgc+x+nii3mi5mReZsiUKlw4IceTxrQv157+VfvTvVJ3SpRQ1yXJgx3wX6bU830Zfrgmdx138dFH8PAhvPVW5sePS4hj7Kax3H2iCghVKlYJJzunNLc13AiToFTGPD3V4/37SctuR9xGp9PDrvep4dAjSzOgZebo7aMcvpXyxmO7dlCyJKxcqf4GskP/1B1ZqSmVd3Rf1p3AbwOJiI0wy/muP7qOh6MHhRwKmeV8Inc6BXbC3cE9KZM5j5KglMiWvHTRsf/Gfvbf3E8zv2bUKFHDJOfQaqFPH1UkdMsWaN8ejh2DAQOgQwdVpyEv2r0boqPTDx4WcSpCp/KdADUF8bub3zV7kfEnsU8Y9fcobLW2zO4yGxutjVnPL4QQwvgePkSypLKgXDmYPFnH9On3cHHJ2THsbexZ1GMRnct3TnMGvshIOHHvMARuRI+e19a/xjtj46lcGZYtU9kRGRm3eRzT9k5j7OaxGW735Im67ihXDgICctYXa+HuGQ3P/M7KC0sTl9XyrsX4Ysdg22dGKRJ/8f5F6s6uy4A/BxAdH5243MYGBg5UtcWWLs3gAGn436H/UWZmGf66oP5oJFMq7/B39+dRzCO+P/C9yc8Vr4vnVvgtSruXNvm5hHF0DOzIvbH3GFJziKWbkiEJSolsMaRnt2lj2XaAmnWvlFsp3qxnmiyp5DQaVSdh40YVlGrSRAWpWrdOebcrrzA8T1kpRv/n2T/56t+vaDSvEQuPLyQ2Ida0jfuPi70LC59byNS2U6nmVc0s5xRCCGE6C479wv36r+FS6oqlm5LnaTSqREDz5sap81HMK3Wx8yNHQGf/CPe4CgR4BHDy7klmH/ue2bPV+UeOhPDwtI+39ORSZuyfgZ+7H1+3+zrDc+/cCXFxeeOGZV5XpAjwfH9+vTGRXbd28ShaFZfausYL9Db06JH7cwR6BtKnSh/OhZ7js52fpVg3eLB6nJfNuYGO3TnG1bCruDmoKe3v3VPDvQpJsozFjWs8Dmc7Zybvnsz9SNN+KLkVfgudXidBqXzEzsYOOxsjpF+amASlRJY9eAAHD6qpjA135CypS4UuXHnzCs9VfM6s561eXWWMde2q0uKbNlWz9OUlmzYlBdIy06NSDya2mMjdJ3cZuGogZWaWYdq/03gc89jk7Wxfrr1MKSuEEAXEhgub0NX5AZfCMpOqOb2/5X3me/iCfTh37iQtP3AAuNqKyaXOsG3gNpxsnfh4x8c8U/MRr76qil736qUyZ5I7GXKSl9e+jIONAyt7r6Soc9EMz5+XsujzuhJFHeF2Le7EXWDYtmG0XdSWiCc6Nm4EHx/jzVw449kZFHMuxpQ9Uzh6O2m2nnLlVMH7w4fh+PGsH88w857hJuK9eypLKi+U8rB23oW8Gd1gNI9iHjFp1ySTnuv6o+sAlHaToFR+8iT2Cb+f/j0x0zEvkqCUyLKtW1WR76xk35iLnY2dRYZ9OTnBH3+oNOizZ6FxYzh/3uzNSFNIiLrQqF07qXZBRjQaDeObj+fkyJMMqjGIu0/uMnbzWMrNKmeUmRpuPbnFjcdJUbuouCgm7JhAeEw6t2eFEELkS8FhtwAo5pD92cNEzkXHRxPObai4OkWm1L79qg5QwwZa/D38+a7jd6zstRJ3R3emTFHXLhs3Qt++SXUyw6LD6L6sO5FxkfzY6UdqedfK9PybNqmhYS1bmqJ3BUuRIkBwQwBidbGMazSOzZu0REVB9+6qbIQxFHUuyncdvyNBn8Dbf7+dYl12C54n6BI4EXICfw9/3B3diYtTN6pl6F7eMbbxWPWcH/yOoLAgk50nMSglmVL5yoOoB/Ra0YuPtn9k6aakS4JSIsvyyswqer2eDos7sOjEIou2w9ZWpT+PHg3Xr6uMqcOWncwOUMMKIfvPU5XiVZjfbT5X37rKuEbj6F+1f2JB07iEuBy3Z87pOfjN9KPk9JJ0X9ad3it68+nOT/lkxyc5PqYQQoi851b4TYhzpLhbYUs3xar0q9pPfVNlaWJQ6ubjm/xZqjx2dRYmzpY8pOYQWpdRKdQuLqqmVO3a8OefMGgQJCSoCUguP7zMiNojGFxzcKbnDg5WN+caNAA3NxN0roDx9AQudQDg1aqv8sIzL7BypVrXvbtxz9XzmZ4EeARw4OYBdPqkaRlfeAFcXWHRotRZcmm59OASUfFRVPeqDiSVrZCgVN7h5uDGx80+JjYhluWnl5vsPO3LtmfrS1vpWbmnyc4hjM/X3Zdmfs04ducYZ+6dsXRz0iRBKZEler26E+bgoOopWdLFBxfZeGkji08utmxDUHe0pk2DSZNUKnPnzqrgpyVlp55UWkq6lWRK2yl88+w3gAoC9vmjD0NWD8nykL55R+fxJFb9Isp5lKOVfyvCY8JZdW4Vay+spbhLcT5qlnej9UIIIbJHr9dzN+oWhPtQ2EPG9JhTHZ86lHIuC2U3ce1uKABfbPuGeLdLlCx/L9VsbmHRYXzxzxe4FIrn77+hchUdi5dHMnIkjKj9Cn/0+oOZz87M0rnzyg3L/MLTE7jcjq4XbjGm5hhiY2HdOpVB1ayZcc+l0WhoUroJdUvWTXH95uICvXur4NLatZkfxzB0zxCUMhQ5L17cuO0VuTOizgi2D9zO2MYZT0yQG57OnrQKaEWZwmVMdg5hGv2r9gdg8QnLf35OiwSlRJZcugRBQeoN0ynt2YDNZue1nQA092tu2Yb8R6OB99+H116DO3dg+nTLtcUQPHRxgYYNjXPM+1H3OXX3FPOPzaf6/6qzK2hXhtt/s/cbhq4ZyqDVgwDoV74fm1/czMN3H3L61dP88twvbH1pK0WcihingUIIISwuPDacqIQnEF5SZt8zM41GwwsV+oFNPCcTVvAg6gELTv4EUYXpXGJ4qu1H/z2aj7Z/xA8Hf+Dckz3YvFIP917vMHs2vP02dK/YAwdbhyydW4JS2WMoqxB5twQAO3ZAWBh06UKq4KExLOy+kJ2DduLh6JFieXaG8LnYudDCvwX1S9UH4O5dtVwypfIWext7Wvi3sHQzRB71wjMvYKe1Y8mpJej1eks3JxUJSoksMRSxzAv1pHYG5a2glMEnn6hZSL76KukN29zOnIHbt6F5c5XVZgxFnYtydMRRXq3zKtfCrtF8QXPe3PAmlx9cTrXt76d/Z/Sm0RR2LMzEFhNTrLPR2vBMsWd4qfpLVClexTiNE0IIkSfcDr+tvgn3obCM3jO7wXX7AnDdbSnfH/ieKF0EHHidJvVST4/2SfNPcLJ1YuzmsTSZ34QToYep1/oWpf0TmDkTJk/O2jl1OhWU8vCAOnWM2JkCrMh/9+MePFCPq1aprEJjzLqXHQ0bQoUKqqbYzZsZb9upfCe2D9xOx8COQFKmlASl8qaHUQ8Zt3kc265uM/qxm8xrQtUfq6YYDiryhyJORegQ2IFrYdfYe2OvpZuTitmDUk2bNk3xVbduXRYtsmxtIGM6GXKSz//5PEVh54Igr9wJ0+v17AzaibOdM3V88tYVULFi8O67EBEBEydmvr0pmGoGHGc7Z77v9D3r+63Hy9WLbw98S+C3gSmKKe4K2sWLf76Ig40Da/quoVKxSsZthBBCiDyrQtEKfF3kCfz1g2RKWUA170o4nBmM9mJXZu6fiTbBCfa/Qf36qbf18/BjfLPxxCbEUsGzAuv7rWfT4NVs22KDp6e6yXbyZObnPHpUDQFr3VrV2RSZs7VVtbcePFA1vFatUtntprrp+yT2CSvPrmTjpY0plms0KltKp4OFC7N3TBm+l7cdu3OMqf9OZdzmcUYPHp2+d5qw6DC0GslryY/6V+2PrdaW43eyMfWmmZj9L2rXrl2JXytXrkSr1dKyAE3XMXrTaMZvH0+5WeUYs2kMoZGhlm5SrsXFwbZt6s2nalXLtuVq2FVuPL5BI99G2NmYIM85l0aNAm9v+OknuHjR/OfPbT2pzHQI7MD518/zQ8cfGFpzKH4efoB6A2y2oBmxCbEs6rGIJqUtXHhMCCGE2T0Jc4aoIhKUspByp+cR/sie+1H3sTsxjGIuxfDzS3vb95q8x8FhBzkx8gQdAlXh7bJlYcYMNRPfsGEqaJIRU90IK+g8PVUw7+hRB0JCNHToYLrSGJFxkTy//Hm+2vNVqnUvvqhmTZw3T5V/SMvDqId8sv0T/gn6J3GZZErlbS0DWvJsuWc5fPswy04ty3T7AzcPMH3vdBJ0Gf/Dh8eEExYdJjPv5WNdK3Tlzjt3GFl3pKWbkopFw5wbN26katWqlCxZ0pLNMJrIuEh2Be2iiFMRCjkU4uu9X1NmZhkWHs/mLYg85sABCA9XgQ5jTVWbU1cfXsXTyTPPDd0zcHGBTz9VF3QffGDec8fEqNoEJUtCJRMmKbk5uDGy7khmd52duMzwpvd1u6954ZkXTHdyIYQQedL9yPvcCQsD9BKUshAvL9Cf7kE/vzHE7BhNvXoqIyYtGo2GOj51sLexT7G8f39o3x7274cffsj4fHmptEN+4ukJ4eEa/vrLBTD+rHvJFXUuShGnIpwLPZdqnbc3dOyo6sbu3p32/kfvHGXiPxP57dRvicukplTeN6XNFLQaLeO2jCMiNiLd7R5GPaTzks68s+kdpv47NcNjfrNPTYBUpZiU4MivHG0d8XT2tHQz0mTRZNv169fTq1evdNfHxsYSGxubYpmtrS329vbp7GFZWrT89vxvPIl7QufAzszcP5Ov932Nv7s/Op1KnzQ85id//60BNLRurSMnzU+r76P+HsXfl/7mwMsHKOSQut5Belr6t+TOO3eITYjNs7/LgQPhm280rFihYe9eHT4+5nned++GqCgtbdro0ev16d71MoXRDUbTo1IPanvXTtHX/Px3n1vSd+vsO1h3/62571pL37WxsE93fsoPbt+C304KFzbyNGIiS7y8gPCSlD4/FR6R5tC9zGg08L//QeXK6ubac8+Br2/q7SIiYM8eCAyEgIDctty6GIqdr1rlip2dnk6dTDdbpUajoYJnBfbe2Muj6Ee4O7qnWD9kiJqBb948aNo09f6GYT41StRIXCaZUnlfNa9qjKwzku8Pfs+kXZOY1HpSmtt9uO1D7kWqJ/Tj7R/Tt0rfxFEQye2/sZ+JOydS1Lkon7b81KRtF6al0+vYc30PFx9cZEjNIZZuTiKLBaUuXrzI9evXadOmTbrbzJ8/n9mzZ6dY1rNnzwwDWZZW3bE6OMKDOw940e9FnvN+jkL6QgQHBwMkPuYnf/3lDThSqdINgoIyyeXOgKHvQeFBfH/we3R6HT/u+pHegb2N1NK84+23nRk+3IvRo+NYutS4z/vq1S5MnOhJhw5PePnlR/j7xwOwYkVhwIOaNe8RFPTEaOfLqqIUJSgoKM11+fHv3lik79bLmvtvjX0PsPJP5jfD/6uWHO4jmVIWUkJN6MaaNeqxXr2cHcffHz77DN55B159VR3v6YyrnTtVeQcZupd9hqDUo0c2tG+vx9094+1zq2LRiuy9sZfz989Tr2TKP4pOnVR5juXLYdYsNWFPcsdDVFCqulf1xGVSUyp/mNhyIstOL2Pav9MYUnMI5YqUS7H+0K1D/O/Q//B182Vy68k42TmlGZACeHfLuyToE5jdZTYlXEuYo/nCRHR6HT1/70l4bDi9KvfC1d7V0k0CLBiUWr9+PU2bNqXQ069+yQwePJj+/funWJaXM6XiEuLSrXO06uwqftz3I8v7LMfdycTvPkYUFgbHjmmoXFlPvXqlcnQMnU5HcHAwvr6+aLVaJv81ObHw3p9BfzKuzbgsHSckIoStV7fSKqBVnn9BHDIEFi7Us3u3E9u2OTFoUFGj3UVfsEDDw4calixxY+nSQnTvDmPG6Dl4UF0x9u5dlOLFixrlXLn19HNvTaTv1tl3sO7+W3Pfrd2t8FvqGwlKWYyXl3o8c0Y91q2b82O9+SYsWQLr1sHvv4PhfnBEhApefPVfiaL27XN+DmtlmIEPoHt3PWC6TClQQSmAc6HnUgWl7OxUbamvv9bz7ZKLDOrnSgnXEomFrI+HHEeDhirFq3DlCkyYoDLznZ1TB7BE3lLEqQjftP+G0MhQ/NxTB5s2Xd6EHj0znp1Bj0oZT//4R68/WHFmBc9VfM5ErRXmYqu1pXfl3sw6MIvV51bTv1r/zHcyA4sEpXQ6HRs3buT999/PcDt7e/s8G4B62q3wW1T4rgKv1nmVKW2npFq/K3gXW25sYc3FNQysMdACLcyZnTvVzBzt2oFWm7s3Ta1Wi1arpa5PXU7dPUWCPoEDNw9w6t4pqnlVy3T/zVc3M3DVQCY0n8AnLT7JVVvMYepUNeXuV18V4aWXtNja5v4D2smTcPw4NGmiLiKmTdOwciWsXKmem5o1oUSJvPdB0PDcWyPpu3X2Hay7/9bcd2t18/FNbGI9SIhzNnnmh0ibISgFalhd8uBHdtnawpw5UKeOClA1baqyaSZNUjWFXFzULH2dO+e+3dbGkCml0ejp2tX050selErL4MHw9YY/+PBOTz6cDsFvB1PKrRQx8TEcu3OMMu7lGTvKhdmzVc3UgAD4+uv065WJvGNAtQHprvug6Qd0CuyU4jNYdHw07295n3Zl29EhsAN6vR6NRoOnsycj6owwR5OFGfSv1p9ZB2ax+OTiPBOUssgV44EDB4iPj6dRo0aWOL1JbL68mYjYCJzs0p4+o1/VfgAsObXEnM3Kkej4aOJ1akiYKWZWGVZ7GP8O/ZfJrSeztu9anin2TJb223ltJwDN/fNmkfOnNWgAPXrouXjRnl9+Mc4xFy1Sj4MGwfDhcPYsrFypgl8AL0iNcSGEEGam0+u4HXEbbaQPbm5qRi9hfsmDUjkdupdcjRowZgyEhKghfaNGqQz6UaNIzJqRwET2GYJSderEpHjOTKWxb2PW91vP6/VeT3N95cpQtOEGALxiGzFlvDdvvQUjx6hxekE7m/Pjj6qG1A8/wLlzpi3OLoxPp9fx6/FfiYqLShytAlC9RHU0yf6Jj905xsz9MxmyZgin756myfwm7A3ea4kmCxOq61OXckXKsenyJu49uWfp5gAWCkqtX7+edu3aYWtr0TrrRrXpioretCubdvSmVolalHErw5YrWwiJCEn3OCERIRy+dTjFC4Y5TNo1ic2XN7P96nYCvw1kwbEFgApK2dtDMyPULI2Ki0ox3WirgFZ0Lt8ZW23W/g52Bu3E3sae+iVzULnTQr74Qo+NjZ4JEzRERubuWAkJsHgxODomBZ9sbNSFwb//wvXr8O67uW+zEEIIkR33ntwjXheP/lFJGbpnQSWSVTbISZHztHzyCZQvr65BXn4ZLl6Eb76RekK5UbmyeuzRI9ws5/N09qRDYAd8Cvmku41dwL+QYEvI1M18N8uGWbNg/rde8O053HZ/x9Spapa+kSPV5wKRv0zaNYmXVr3EV3u+YsTaEQxfO5zHMY9TbdegVAPea/IedyLuUGd2Hf4N/pcNlzZYoMXClDQaDf2r9idBn8Dy08st3RzAQkGpiRMnMnbsWEuc2iR0eh2bL2/GzcEt1VhtA41GQ7cy3dDpdSw7vSzNbWLiY2g6vyktf2lJXEIcoOpUxSbEprm9sczaP4sPt33IsLXDKO5SnNvht/l056ecuRDNlStqqJizc+7PM2XPFCp9X4kjt4+kWB4RG8HlB5cz3Pfm45tcfniZ+iXrp5uNlheVLw99+oRz65aGmTNzd6wdO+DmTejalTSHRvj6yt1pIYQQ5qfVaHm7wWjiT3WncGFLt8Z6GTtTCsDJCfbvh+BgmD0bSpc2znGtWcuWcPGijl69Isx6XjUzc+qpme9H3ud2/Dkqe9bin63O/PMP6muHHbtWVSDoij1jxhjns4CwjBG1R+Dh6MGk3ZOYc3QOW69uxU6bdh3kCS0mUMu7FtHx0dQrWY/xzcabubXCHPpV7UcRpyJEx0dbuimAhYJSBc2xO8e4F3mP1gGtM8z66RqgBo4vPrk4zfXfHfiOiw8u4unsiYOtAwBrL6yl+NTiDF873CR/NItPLOatjW/h4ejB2r5rqVy8MkNqDuHG4xtMWPcTAG3b5v48EXERfHvwW26F38Lfwz9x+a3wW3h/7c2QNRlPSbkz6L+he375Y+hecm+++RAXFz1ffgmhoTk/jmHo3oD0h4cLIYQQZlfMpRifNPgaDo6UTCkLKlZMPdrZqaF3xuLhAd7exjuetdNooEwZ8w59HLtpLG5funHxwcVU6/4N/heAdhUb07QpKb6aNJGC5gVBMZdifN7y88REh287fJvuTX57G3tW9FzBG/XeYPkLy9OdxEvkb+U9y3PnnTu80+gdSzcFkKCUUWy6nPHQPQO/Qn609G+Jn7tfquyne0/u8dk/n+Fs58zuwbsTl9+PvI+N1obZR2bzyzEjFSb6z/qL6xm0ehBOtk6s67uOql5VARjfbDz2NvaseTAJ7COMUk9qyfklhEWHMbLOSIo4JVXe9CnkQwXPCvwT9A/nQ8+nu39+qyeVXLFiOsaM0fP4MXz+ec6OERkJK1ZA0aLw7LPGbZ8QQgiRFXq9PrHm5NMePlSPEpSyHDs7eO45NRGKg4OlWyPyElutLRGxEWkWO3e1d6VjYEdaB7S2QMuEuYyoM4LuFbvzWt3X6BjYMcNtAwoHMKvDLPw8Us/aJwqOvBRwlKCUEVQpXoUelXpkGpQC2DRgE8t7LsfeJuWA7Ak7JvAo5hHjGo2jpFvJxOXDag9jx8AdAKw8t9JobT525xgvLFeFiVb0WkHj0o0T1/m6+zKi1khi7O7i3HJWru+2RcdHM+fMHOxt7BndcHSq9cNqDQNgzpE56R5jaruprO+3nka++bM4/ujRKq3+hx9UcdDsWr1aTcPcp4+66BRCCCHMadPlTZT7thxzj8xNtW7FmRWM3/0OFL4sw/cs7M8/YW7qp0hYuYxm4GsZ0JK/+v1Fp/KdzN0sYUa2WltW9l7Jdx2/s3RThEhFglJG0Ll8Z/7o9QdlCpfJdFutJvWv/My9M/x0+CdKFirJmEZjUq2vUrwKgUUC2XZ1Gw+jHma7fWFhcOpUymWXHlzCyc6Jnzv/nGa0vL3z+xDrjK7OdyTo47J9zuTmH5tPaHQog6oPwrtQ6vzvvlX74mznzC/Hf0m3fpabgxsdAjvgbJc/B7S7uqpioXFx8NFH2d/fMHTvxReN2y4hhBAiK7xcvLjy8AprLqxJte7vS3+z6PJ0cHogmVJC5EGGoFRGoxKEEMJSJChlAYdvHWbQqkGJBb8fRj3E38Ofya0n42Lvkmp7jUZDj0o9iNfFs/bC2myfb9AgqFYN/v47adkLz7zAtbeuMajGoLTb+I8XrPiNL/wO5Sq1T6fXMW3vNLQaLWMbpV3c3s3Bjd6Ve3Mv8h5rzqe+2H0Q9YCY+JgctyGvePllVfh86VI4fDjr+4WEqOcuMBDq1jVd+4QQQoj0VPOqRmn30my9spUnsU9SrLsZflN9E+4jQSkh8qAKRSsAcO5+ykypkyEnGbVxFPtv7LdEs4QQApCgVK5N3jWZEWtHcCv8Vpb3ORt6ll+O/8LC4wsBaFy6MadfPU3/av3T3adHpR642Llw98ndbLUvJATWrQO9HgYOhJAQPTq9DoBCDoXQpFNlcdMm4EIXenVIf/rYrNBqtPzV9y9mNZuVYSaZYQif4XeS3EfbPsJjigcHbh7IVVsszc4OJk1S348bp56TrPjtNzUV84svmrcophBCCGGg0WjoWr4rMQkxbL6yOcW6W+G30KCFJ14yfE+IPMjD0YMSriU4e+9sihn4Nl3exMz9Mzl656gFWyeEsHYSlMqlX0/8ytyjc3GxS53hlJ7nKj6Hs50zi08u5nHMYwAcbB3SHNpnUNenLvfG3ktzeF9GDAENf38VoOo0agO1f6qdONNGWh4/hn37oFIlKFUKDt48yNhNYzl19xRxCdkfylexaEU6+mVcUK9BqQYs6r6IRT3UOLXtV7ezN3gvIREh7AzaSVxCHJWKVsr2ufOaHj2gQQPYtk0FC7PCMHSvf/oxSyGEEMLkulZQswg/ndV8M/wmhTReoLOVTCkh8qjOgZ1pV7YdMQlJow/2BO8ByLc1W4UQBYOtpRuQnwU/CuZs6FmalG6Cu6N7lvdztXelW4VuLD21FPcv3dk+cDst/FtkuI9Go0l36s7k5h2dh7OdM32q9AHg11/V8r//hhdf0nHA/SMIOZbhMbZvV4Gstm0hJj6GLku7EPIkhGl7p2GntaNSsUpULV6VBqUaMLLOSGy0NukeKygsCF8330zbrdFoUmSKvfLXK1y4fyHx53ol61HIIf/PSavRwPTp0LixGs534oQqgJ6ec+fg0CG1fZnMS5YJIYQQJtPcvzmF7Aux7sI6EnQJ2GhtiImPITQyFG99bR4js+8JkVfN7jo7xc96vZ49wXtwc3CjcrHKFmqVEEJIplSuGNLX25XJfNa9pw2oNiDx+9LupbO0T7wunjXn1/DjwR/TXH/g5gGGrhlK3z/68umOTzlzRs/hwyqgUb48vPTlSvA+iuZSR5xC078jsmmTemzXTmVw7R6ym4ktJtLzmZ6UKVyGU3dPsfjkYr4/+D1XHqY/ldyF+xfwn+nPsLXDstS/5IbXGs6wWsNoU6YNlYpW4vW6r2f7GHlVw4aq2Pndu2pIpU6X/raGoKIUOBdCCGFp9jb2vFb3NYbXHk50fDQAdyLuAOAYp4b7y/A9IfKHyw8vc/fJXRqWapjhDWYhhDA1yZTKhU2XVfSmXdnsB6XalmlLnyp9aFq6aZZm7QPQoOHlNS8TFR/F4JqDcbR1TLG+ZomajKwzkh8P/ciEnRNYn/AI+JoXX9SQoEvg+9MfA6Df+hl9Dqhi266uqc+zebOqf9S8ufq5XJFyjG8+PnF9VFwUx0OOU8enDrba9P+EVp9bDUDV4lWz1L/k3mn0Trb3yU8+/hi2blUZbDNmwOjRqbdZtQq+/hocHaFnT3O3UAghhDnFxsYyefJkDhw4QEREBAEBAYwePZpq1apZumkpTG4zOcXPpd1L82DcA4a9Gs1VJFNKiLzqfuR9fjv1Gz6FfOheqXtiKY/Gvo0t3DIhhLWTTKkc0ul1bLmyBQ9HD+r41Mn2/nY2dix9fimv1n01y/vYaG3oVqEbEbERbL2yNc1j/tDpBy68foHS7qU5YPMN2m7D6fF8AotPLuZs6Fmer/Q8g9rX4sIFeOut1Oe4ehUuXoRGjdIOWAE42TnRoFSDDANSAKvOrwKSalCIJLa2sHgxuLvDe++lno1v7lx4/nlVDP3XX6FIEcu0UwghhHkkJCTg4+PD3Llz2b59O3379uXtt98mMjLS0k3LkEajobBTYWJCvQEJSgmRV0XERvD6hteZc3QOAJceXALUhEtCCGFJEpTKodDIUMoVKUebMm3MmvLao1IPAP44+0fisuj4aBYcW0C8Lh6AQM9Avn5mN4SWR1dzDgcebOSzfz5Dg4aJLSfy7bcQGAjz5kGfPnDkSNLxN/83oU67LCR/PY55zLR/p/G/Q/9LtS4kIoS9wXup7lUdfw//HPe3IPP3h59/hrg46NsXIiJUEOrLL1W9KWdnWL8eXnjB0i0VQghhak5OTgwbNowSJUqg1Wpp3749dnZ2BAUFWbppqSw9uZRGcxtx+cFlwmPCiYqLIixMrZOglBB5k6+7L062TpwPPQ/AxJYTCR0bSpPSTSzcMiGEtZPhezlU3KU4+17eh06fQUEgE2hdpjVuDm6sPr+aeF08tlpbZu6byXtb3+Pyg8t81uozAP7+3ReW/sPIGWvpVL4Tfh5+7Li2g2eKPQPAihXw3HOwbJn6atUKxo1LqifVtm3mbYlLiOPDbR9S3KU4w2oNSxGcW3thLXr0PFfxOSP/BgqWXr3U73zuXHj9dZUR9c03ULQobNgA8nJuTAABAABJREFUdbKfhCeEEKIAuH79Oo8fP8bXN/VkIbGxscTGxqZYZmtri729vVnaduPxDfbe2Mua82u4HX6bqXun4m//NzY2bXF21mdYKzE53X8b6rK6QwFjzf235r6D5fpfwbMCJ+6eIDI2EkdbRwo7FjZ7O6z5ubfmvoN199+a+67VZp4HJUGpNOj1emITYnGwdch0W63GvMlm9jb2dCnfhcUnF7Pz2k6qelVl0u5JuNi5JA4FjI6G33+HwvZefPPiywBUKV6FKsWrJB6nWjW4cAFWroSvvoJt29QXqMBIrVqZt8XT2ZPuFbuz7PQyNl3eRIfADonrVp9X9aS6VehmpJ4XXDNnwu7d8Msv6mc/PxWoKl/esu0SQghhGdHR0YwfP55BgwbhmsZY+vnz5zN7dsqZtHr27EmvXr1M3C4NtrZ6armqi4TfT/xOcafiAITfKYqbm47r169n+7jBwcFGbWd+Y839t+a+g/n7X8qpFMf0x1iybwnFnIrxTJFnMi3HYSrW/Nxbc9/BuvtvjX0PCAjIdBsJSj1lV9AuBvw5gBG1R/BB0w/S3CZBl8CUPVNoHdCa+qXqm7mFagjf0lNLOR5ynD/O/sHjmMdMbDER70KqnsPatfDoEYwYAQ4ZxNVsbVWmTs+esGMHTJ2qsnN69ACbLI5IfLnWyyw7vYw5R+ekCEq92/hdapaoSY0SNdDr9bnobcHn4gJLl6pZEsuUUcXPS5a0dKuEEEJYQnx8PO+99x6+vr4MG5b27LWDBw+mf//+KZaZOlNq3DgN06fDnj16Wtb3o8KuChwIOZA4mUlUSGm8i2jx8/PL8jF1Oh3BwcH4+vpm6U5qQWPN/bfmvoPl+l+rdC3WXVvH1ONTufDgAkt6LKF35d5mOz9Y93NvzX0H6+6/Nfc9KyQo9ZSAwgFcf3SdNefXpBuUOh5ynA+3fciRSkdY0WuFmVsIHQM7cvud29yPvE/VH6tSslDJFLPVLVqkHl98MWvH02igZUv1dedO9qZzbhXQCn8Pf9acX8PdJ3cp7qLumDYp3SRxjLoEpTJXsyYEBalaHHZ2lm6NEEIIS9DpdIwfPx6NRsOECRPQaDRpbmdvb2+2oXoGxYqpuoeXL2to2FBNYjL136kcCzmGg40Dkfc9KRygQatNu80Z0Wq1Vn2Rbs39t+a+g/n7X6lYJQAuPLgAQFO/phb7/Vvzc2/NfQfr7r819z0j8ht5Sim3UtTyrsX+m/u5HX47zW22X90OQEv/luZsWiJHW0eKuxRn7OaxJOgT+KLVFzjbOQMQGqqKYwcEqBn0sqtEiYyzq56m1WgZWnMo8bp4Fh5fCEBMfEz2TywoVkwCUkIIYc0mTZrE/fv3+fLLL7G1zVv3DQ1Dyi+oz7J0Kd8lcZ2Xiw+gkSLnQuRx7cq248DLBwAo7V6aUm6lLNwiIURep9FoWLVqlUnPIUGpNHQt3xWAdRfWpbl++7X/glIBlglKAcTr4vH38KdeyXq8WD0pJWrZMoiPhwEDVAaUOQyqMQgvFy9sNDbE6+Lxm+FHr99NW9dCCCGEKEhu377NqlWrOH36NG3atKFp06Y0bdqUo0ePWrppQOqgVEPfhvi5q6F6RR18AJl5T4i8rohTkcTvG/s2tmBLhBBp2bt3LzY2NnTq1Clb+/n7+zNjxgzTNMoM8tZtuDyiW8VuTNg5gTUX1jCsdsp6DvG6eHZd34WXixeVilayUAvBVmvLdx2/Iy4hLkWx9V9/VY8DBpivLaXcSnFz9E1stDbsuLaDkCch2NuYd1iBEEIIkZ95e3tz6NAhSzcjXWXLqptdFy+qn221thwZcYTx28ZjGxHAEbI3/F8IYRl7gvcA0Mg3B0MqhBAmNXfuXN544w3mzp3LrVu38PHxsXSTzEIypdJQ3as6vm6+bLmyhSexT1KsO3r7KI9jHtPCv0W6tR7Myc4mabzXsWOwfz80aGD+mdtstKoy+qpzqwB4ruJz5m2AEEIIIUzG0RFKl1aZUoZSkUWcivB9p+/pVHgMIJlSQuQHE3dOBKC2d20Lt0QIkVxERATLli1j5MiRdOrUiQULFqRYv3btWurWrYujoyNFixale/fuALRo0YKgoCDefvttNBpNYoxiwoQJ1KhRI8UxZsyYgb+/f+LPBw8epG3bthQtWhR3d3eaN2/OkSNHTNnNNElQKg0ajYa36r/Fe43fI04Xl2Ld3ht7AcvVk8rIzJnq8Y03LHP+1edWM3O/akT7su0t0wghhBBCmET58hARoSZFSS4sTD1KUEqIvG/noJ383PlnGvo2tHRThBDJLF++nIoVK1KhQgUGDBjAvHnzEicM++uvv+jevTsdO3bk6NGjbN26lXr16gGwcuVKSpUqxcSJE7l9+za3b6ddFzst4eHhDBw4kN27d7Nv3z4CAwPp2LEj4eHhJuljemT4XjqSz2aX3Bv13uDZcs/i6eRp5hZlLCQEliwBHx944QXLtGHluZUAFHYsTCGHQpZphBBCCCFMIjAQNm9WQ/i8vZOWG4JSMnxPiLyvqldVqnpVtXQzhDCb6tXh7l3znrN4cTh+PHv7zJ07lwH/1eB59tlnefToETt37qRFixZ88cUX9OnTh08//TRx++rVqwNQpEgRbGxsKFSoECVKlMjWOVu1apXi559//hkPDw927txJ586ds9eBXJBMqWzSaDSU9yyPp3PeCkr99BPExsKrr4KZZ4lO9EWrL2hSugkreq2wTAOEEEIIYTJPFzs3ePhQPUqmlBBCCJF958+f58CBA/Tt2xcAW1tbevfuzdy5cwE4duwYrVu3Nvp5Q0JCGDZsGIGBgbi7u+Pm5kZERATXr183+rkyIplSGVh5diWTd09m5rMzaeTbiJCIECLjIgkoHGDppqUQGws//ggODjB8uOXaUcqtFLsG77JcA4QQQghhMukFpWT4nhBCiLwquxlLljB37lzi4+NTFDbX6/U4ODjw3Xff4eTklO1jarXaxOF/BnFxKUsTDRw4kPv37zNz5kz8/PxwcHCgYcOGxMbG5qwjOSSZUhmIiovi0K1DrD63GoC5R+dSZlYZFp1YZOGWpbR8uarv0L8/FCtm6dYIIYQQoiAKDFSPhhn4DGT4nhBCCJEz8fHxLFy4kK+//ppjx44lfh0/fhwfHx+WLl1KtWrV2Lp1a7rHsLe3JyEhIcWyYsWKcefOnRSBqWPHjqXYZs+ePbz55pt07NiRypUr4+DgQGhoqFH7lxUWy5T65ZdfWL58OeHh4ZQqVYrZs2fj4uJiqeakqUNgB2w0Nqy5sIYpbaew/dp2ABqWyjuFAfX6pALnb71l2bYIIYQQouDy9wdbWxm+J4QQQhjLunXrePjwIUOHDsXd3T3Fuueff565c+cydepUWrduTdmyZenTpw/x8fGsX7+ed999FwB/f3/++ecf+vTpg4ODA0WLFqVFixbcu3ePr776ihdeeIGNGzeyYcMG3NzcEo8fGBjIr7/+Sp06dXj8+DFjx47NUVZWblkkU2r58uXs3buXuXPnsnPnTj799FPs7Ows0ZQMFXEqQjO/ZpwLPcepu6fYc30Pvm6+lClcxtJNS7R3Lxw6BC1aQLVqlm6NEEIIIQoqW1soWxYuXYLkN2Rl+J4QQgiRM3PnzqVNmzapAlKgglKHDh2iSJEi/P7776xZs4YaNWrQqlUrDhw4kLjdxIkTuXbtGmXLlqXYf0OnKlWqxA8//MD3339P9erVOXDgAGPGjEl17ocPH1KrVi1efPFF3nzzTYoXL27aDqfB7JlSCQkJzJs3jzlz5iRWhw805IM/JTY2NtV4RltbW+zNWMm7S/kubL+2nQ+3fkhUfBQt/Fug1+tTjc/MjE6nS/FoLDNmaAANb76pw8iHNhpT9T0/sOa+g3X3X/punX0H6+6/Nfddq7WOigiBgXD+PAQHq8wpkKCUEEIIkVNr165Nd129evUS4w7VqlWjR48eaW7XoEEDjqdRPOuVV17hlVdeSbHsgw8+SPy+Zs2aHDx4MMX6F154IcXP2Y175ITZg1J3794lOjqaLVu2sGTJElxdXXnxxRfp3r17qm3nz5/P7NmzUyzr2bMnvXr1Mldz8Y2qA8CaC2sAqOxclaCgoBwfLzg42CjtArh1y4aVK33x9Y2jatUb5KJZZmHMvuc31tx3sO7+S9+tlzX33xr7HhCQtyZBMZXkxc4NQamHD8HRUX0JIYQQQmSHRYJShmkG16xZQ3BwMCNHjsTf35+aNWum2Hbw4MH0798/xTJzZUqdPQtff61h0SJ/6N0Oym0CYNevL/DWHD+y2wSdTkdwcDC+vr5Gu5v6008aEhI0jBplQ5kyfkY5pimYou/5hTX3Hay7/9J36+w7WHf/rbnv1iJ5UKpdO/V9WJhkSQkhhBAiZ8welHJwcABg2LBhODo6EhgYSLt27dizZ0+qoJS9vb1Zh+qBqtE0eTIYsuh8fOCtqn/j3XAn42bt468VAXS9CytXgqtr9o+v1WqNcqEeHg6zZ6s2DB2qJT9c+xur7/mRNfcdrLv/0nfr7DtYd/+tue8F3dMz8On1KihVJu+U2xRCCCFEPmL2oJSfnx92dnZoNJrEZcm/t7RNm1RA6plnYMwY6NcPVBytOV2qNqdrCGzeDK1bw19/QdGi5m/j/fvQqRM8eKBm3EujJpoQQgghhNElz5QCiIqC2FgoXNhybRJCCCFE/mX225hOTk60bt2auXPnEhsby9WrV9m8eTONGzc2d1PS9NprsG4dnDwJgwcbAlKKhwf8/Td07QoHDkDTpmrmuwsXUn7dv2+69t28Cc2awf79qh2TJ5vuXEIIIYQQyfn4gLNzUlBKipwLIYQQIjfMnikF8O677zJx4kTatGmDh4cHr7zySqqhe5ZStKjKQkqPkxP88QcMHw7z50Pduqm3cXBQF2ulSxu3bYb6DUFBMHAgzJmjpmcWQgghhDAHrRbKlYNTp1SGlASlhBBCCJEbFglpFCpUiKlTp1ri1EZhawtz50L16qoGVXJBQbBvn6o5NWqU8c559Ci0bw/37sHbb8O0aeSLOlJCCCGEKFjKl4cTJ+DKlaSglAzfE0IIIUROSJ5NDmk0qp7TW2+lXH7xorpYW7XKeEGpQ4egVStV3HzSJHjvPXV+IYQQQghzS15XysZGfS+ZUkIIIYTICcm1MbLAQKhUCXbtMl5tqffeUwGp77+H99+XgJQQQgghLCf5DHwyfE8IIYQQuSFBKRN47jnQ6VTB9Nw6dQq2boVatWDkyNwfTwghhBAiN5JnSsnwPSGEEMK0Bg0axHPPPWfpZpiMBKVMoFs39bh6de6PNXOmehw1SjKkhBBCCGF5yYNSDx+q7yVTSgghhMg+jUaT4deECROYOXMmCxYsSNxn0KBBievt7Ozw8vKibdu2zJs3D51Ol+L4/v7+aR73yy+/NHNP0yc1pUygbl3w9oa//4aoKDVjX06EhsKiReDlBb16GbeNQgghhBA54empglAXL0Lt2mqZBKWEEEKI7Lt9+3bi98uWLePjjz/m/PnzictcXV1xdXVNtd+zzz7L/PnzSUhIICQkhI0bN/LWW2+xYsUK1qxZg61tUqhn4sSJDBs2LMX+hQoVMkFvckaCUiag1ULXrvDTT7BlC3TpkrPj/PwzREermlIODsZtoxBCCCFETmg0KlvqwAG4cUMtk+F7QgghRPaVKFEi8Xt3d3c0Gk2KZaAyo8LCwli1alXiMgcHh8TtSpYsSa1atWjQoAGtW7dmwYIFvPzyy4nbFipUKNUx8xIZvmciuR3CFxenCpvb28MrrxivXUIIIYQQuWUYwnfokHqUTCkhhBDCslq1akX16tVZuXKlpZuSLZIpZSKtWoGrK6xZAwkJ2a8HtWIF3LoFAweq4XtCCCGEEHmFYQa+y5fVowSlhBBC5FXeX3unubxDuQ7M6zYPgDlH5jB++/g0t/uj1x808m0EQMO5DbkWdi3VNpWKVmLbwG3GaXAuVKxYkRMnTqRY9u677/LRRx+lWLZhwwaaNm1qzqalS4JSJuLgAB06wO+/w7590LBh9vY3FDh/6y3jt00IIYQQIjcMmVIG7u6WaYcQQgghkuj1ejRPZcSMHTuWQYMGpVhWsmRJM7YqYxKUMqFu3VRQatWq7AWl9u2D/fuhWTOoWdNkzRNCCCGEyJHkQalChcBWriiFEELkUbffuZ3pNi/XepmXa72c6XZ7h+41RpNM5uzZswQEBKRYVrRoUcqVK2ehFmVOakqZUMeO6iJt9WrQ67O+nyFLatQokzRLCCGEECJXDMP3QIbuCSGEEHnBtm3bOHnyJM8//7ylm5Itcl/LhAoXhubNYetWOHcOnJ0z3+fGDZVd5e+vZvATQgghhMhrChWCEiXgzh2ZeU8IIYQwt5iYGO7cuUNCQgIhISFs3LiRyZMn07lzZ1566aUU24aHh3Pnzp0Uy5ydnXFzczNnk9MlQSkT69ZNBaVWr4a+fZOWh4TA3Llw+6lMwlOnVGH0118HGxvztlUIIYQQIqvKl1dBKcmUEkIIIcxr48aNeHt7Y2trS+HChalevTqzZs1i4MCBaLUpB8R9/PHHfPzxxymWjRgxgv/973/mbHK6JChlYt26wZtvwpo1Gvr2hUuXYPp0WLAAYmLS3sfDA4YONWcrhRBCCCGyJzAQ/vlHglJCCCGEMQwaNChVQXKABQsWpPr56WXpuXbtWq7bZWoSlDKx0qVVsfL9+zW88kpxtmzRoNNB8eJqZr2mTeGp4vj4+8sFnhBCCCHyNkOxc7lmEUIIIUROSVDKDLp1g6NHYdMmF8qW1TNmDAwcCE5Olm6ZEEIIIfKCFStW8Oeff3Lp0iWGDBnCiBEjLN2kTBmCUkWKWLYdQgghhMi/JChlBq+9Brdv66lS5R4jRhTFzk6T+U5CCCGEsBpFixZl+PDhbNy40dJNybIOHWDMGHg58xm0hRBCCCHSJEEpMyhaFH74QU9Q0BNsbIpaujlCCCGEyGNatGgBwJ49eyzbkGxwcICpUy3dCiGEEELkZxKUEkIIIYTIR2JjY4mNjU2xzNbWFnt7ewu1KGd0Ol2KR2tjzf235r6Ddfdf+m6dfQfr7r819/3pmQDTIkEpIYQQQoh8ZP78+cyePTvFsp49e9KrVy8LtSh3goODLd0Ei7Lm/ltz38G6+y99t17W3H9r7HtAQECm20hQSgghhBAiHxk8eDD9+/dPsSy/ZkoFBwfj6+ubpTupBY0199+a+w7W3X/pu3X2Hay7/9bc96yQoJQQQgghRD5ib2+f7wJQGdFqtVZ9kW7N/bfmvoN191/6bp19B+vuvzX3PSPyGxFCCCGEsLD4+HhiYmLQ6XQkJCQQExNDQkKCpZslhBBCCGFSEpQSQgghhLCwuXPn0rhxY1atWsW8efNo3Lgx69evt3SzhBBCCCFMyiLD94YPH86pU6ewsbEBoGbNmsyaNcsSTRFCCCGEsLgRI0YwYsQISzdDCCGEEMKsLFZT6qOPPqJjx46WOr0QQgghhBBCCCGEsCAZvieEEEIIIYQQQgghzM5imVLTp09n+vTplC9fnrfffpvAwMBU28TGxhIbG5tiWX6c8hjUNJDJH62J9N06+w7W3X/pu3X2Hay7/9bcd5lNRwghhBAi+zR6vV5v7pOeOnWKMmXKoNVqWbZsGb/99hsrVqzAxcUlxXY//fQTs2fPTrFs2LBhUnNBCCGEEEIIIYQQIp+zSFDqac8//zxjx46lQYMGKZanlSllb2+fLzOlhBBCCCGEEEIIIUQSiw3fSy69lHcJQAkhhBBCCCGEEEIUTGYvgBAeHs6+ffuIjY0lLi6OxYsX8/jxY6pUqWLupgghhBBCCCGEEEIICzF7plR8fDzff/89QUFB2NraUr58eWbOnImrq6u5myKEEEIIIYQQQgghLCRP1JQSQgghhBBCCCGEENZF5i8WQgghhBBCCCGEEGYnQSkhhBBCCCGEEEIIYXYSlBJCCCGEEEIIIYQQZidBKSGEEEIIIYQQQghhdhKUEkIIIYQQQgghhBBmJ0EpIYQQQgghhBBCCGF2EpQSQgghhBBCCCGEEGYnQSkhhBBCCCGEEEIIYXYSlBJCCCGEEEIIIYQQZidBKSGEEEIIIYQQQghhdhKUEkIIIYQQQgghhBBmJ0EpIYQQQgghhBBCCGF2EpQSQgghhBBCCCGEEGYnQSkhhBBCCCGEEEIIYXYSlBJCCCGEEEIIIYQQZidBKSGEEEIIIYQQQghhdhKUEkIIIYQQQgghhBBmJ0EpIYQQQgghhBBCCGF2EpQSQgghhBBCCCGEEGYnQSkhhBBCCCGEEEIIYXYSlBJCCCGEEEIIIYQQZidBKSGEEEIIIYQQQghhdhKUEkIIIYQQQgghhBBmJ0EpIYQQQgghhBBCCGF2EpQSQgghhBBCCCGEEGYnQSkhhBBCCCGEEEIIYXYSlBJCCCGEEEIIIYQQZidBKSGEEEIIIYQQQghhdhKUEkIIIYQQQgghhBBmJ0EpIYQQQgghhBBCCGF2EpQSQgghhBBCCCGEEGYnQSkhhBBCCCGEEEIIYXYSlBJCCCGEEEIIIYQQZidBKSGEEEIIIYQQQghhdhKUEkIIIYQQQgghhBBmJ0EpIYQQQgghhBBCCGF2EpQSQgghhBBCCCGEEGYnQSkhhBBCCCGEEEIIYXYSlBJCCCGEEEIIIYQQZidBKSGEEEIIIYQQQghhdhKUEkIIIYQQQgghhBBmJ0EpIUS+sGDBAjQaDRqNht27d6dar9fr8fX1RaPR0LlzZwCuXbuGRqNh2rRpaR5z2rRpaDQarl27lrisRYsWied5+uvcuXMA7NixA41Gw4oVK4zfUSGEEEKILDLn9VGVKlUybMuECRPQaDSEhobmvENCCKtja+kGCCFEdjg6OrJkyRKaNGmSYvnOnTu5ceMGDg4OuT5HqVKlmDx5cqrlPj4+uT62EEIIIYSxmeP6SAghTEGCUkKIfKVjx478/vvvzJo1C1vbpJewJUuWULt2baPcnXN3d2fAgAG5Po4QQgghhDmY4/pICCFMQYbvCSHylb59+3L//n02b96cuCw2NpYVK1bQr18/C7ZMCCGEEMIy5PpICJFfSVBKCJGv+Pv707BhQ5YuXZq4bMOGDTx69Ig+ffoY5RwJCQmEhoam+IqIiDDKsYUQQgghjM0c10dCCGEKEpQSQuQ7/fr1Y9WqVURFRQGwePFimjdvbrSaT+fOnaNYsWIpvl5//XWjHFsIIYQQwhRMfX0khBCmIEEpIUS+06tXL6Kioli3bh3h4eGsW7fOqKnp/v7+bN68OcXXuHHjjHZ8IYQQQghjM/X1kRBCmIIUOhdC5DvFihWjTZs2LFmyhMjISBISEnjhhRdyfDyNRpPiZxcXF9q0aZPbZgohhBBCmI2pr4+EEMIUJCglhMiX+vXrx7Bhw7hz5w4dOnTAw8Mj1TaOjo4AiWnsT4uMjEyxnRBCCCFEfibXR0KI/EaG7wkh8qXu3buj1WrZt29fuqnpxYoVw9nZmfPnz6e5/vz58zg7O1O0aFFTNlUIIYQQwizk+kgIkd9IppQQIl9ydXXlxx9/5Nq1a3Tp0iXNbWxsbGjXrh1r167l+vXrlC5dOnHd9evXWbt2Le3atcPGxsZczRZCCCGEMBm5PhJC5DcSlBJC5FsDBw7MdJtJkybRoEEDatWqxfDhw/H39+fatWv8/PPPaDQaJk2alOPz//HHH5w7dy7Ndvn6+ub4uEIIIYQQOWWq66N79+7x+eefp1oeEBBA//79E3+ePn06zs7OKbbRarV88MEHOeiNEKKgk6CUEKJAq1SpEvv372fChAnMnTuXBw8eUKRIEdq2bcsnn3xCxYoVc3zs3377Lc3lLVq0kKCUEEIIIfKsnFwf3b17l/Hjx6da3rp16xRBqcmTJ6faxsbGRoJSQog0afR6vd7SjRBCCCGEEEIIIYQQ1kUKnQshhBBCCCGEEEIIs5OglBBCCCGEEEIIIYQwOwlKCSGEEEIIIYQQQgizk6CUEEIIIYQQQgghhDA7CUoJIYQQQgghhBBCCLOToJQQQgghhBBCCCGEMDsJSgkhhBBCCCGEEEIIs5OglJnodDquXr2KTqezdFPMTvpunX0H6+6/9N06+w7W3X9r7rvIPmv/e7Hm/ltz38G6+y99t86+g3X335r7nhUSlBJCCCGEEEIIIYQQZidBKSGEEEIIIYQQQghhdhKUEkIIIYQQQgghhBBmJ0EpIYQQQgghhBBCCGF2EpQSQgghhBBCCCGEEGYnQSkhhBBCCCGEEEIIYXYSlBJCCCGEEEIIIYQQZidBKSGEEEIIIYQQQghhdhKUEkIIIYQQQgghhBBmJ0EpIYQQQgghhBBCCGF2EpQSQgghjOTCBejWTcOqVS6WbooQed6VKzBiRHGCgy3dEiGEEEJYigSlzESvt3QLhBDmNHCghk8/LWLpZggz2rMHGjaEdes0jB5dnIkT5bVfiIysXg2bN7uwcKGlWyKEEEIIS5GglBkcOACFCmnYuNHZ0k0RQpjBjRuwaJGGxYvdiIjI2THu34fYWOO2S5jOihXQujU8eABvv62naNF4Pv1Uy5AhEBdn6dYJkTc9fqwB4OBBjYVbIoQQQghLkaCUGaxZA1FRGr7+ujA6naVbI4Qwte3b1WN8vIZ//83evgkJ8MUX4OUF/fsbv23CuPR6mD4devVS3y9bBtOm6fnjj9tUrKhnwQLo1AkeP057X8mkEtbM8H9x+LBl2yGEEEIIy5GglBkcOqQeL1+2Z80ay7ZF5F3r18OlS5ZuhTCGbduSvt+5M+sZAEFB0LIlfPSRCk6tWAEnT5qggcIoEhLgrbfgnXfAwwO2bFHBKQBf33h27dLTtCls3gxNm6obFN98Ay+/DI0aQeHC4OsL+/dbtBtCWEx4uHq8dUvDrVuWbYsQQgjTCQ2F9u01HD3qYOmmiDxIglImptfDwYPg4KBuh0+ZopE74yKVY8dUNoVkxuR/er0KStnbq3/0nTuztt9vv0H16rBrF7RpA199pZYbHkXe8/XX8O234O8P//6rAk/JFSkCmzZB795w4gR06wajR8PcubB3Lzg7w82b0LYt2c6oE6IgMASlQF0rCSGEKJg2bYItWzSsXi0TwYjUJChlYlevqhojLVtCw4ZRHDigyfKHVGE9Zs9WjwcOwMWLlm2LyJ2rV+H6dWjWDMqWjeXgQTKsKxUdDS+9BH37QmQkTJsGf/8No0aBnx8sXQrXrpmr9SKrdDr46SewtYV//oGKFdPeztERliyB77+Ht9+GOXNUAOrhQ7h1Sx0jPBzat4fdu83bByEsLfmwVkNWuRBCiILn5k3Do61lGyLyJAlKmZjhIqtOHXjllUcATJ5swQaJPOfJE1i0KOnnpUst1xaRe4ahe61a6alfP5r4eA179qS//Y8/wq+/QqVKKij5zjug1YKdHYwZo4aIff21edousm7XLjWdfefOagheRrRaePVVVXtq6FA1Q5+Hh1o3fLgKVD15As8+qwJcQliL5AF7yZQSQoiC68YN9ShBKZEWCUqZmOEiq04dPU2aRFGzpp5Nm+DIEcu2S+Qdy5eru8V9+oCNjcqqkCGe+ZchKKWyI6MB2LEj/e1/+009/vUX1KiRct2QIVC0qApa3L1r9KaKXJg3Tz0OHpz7Yw0dqo4XGQkdOiQVyheioHv8GDQaPZ6eeg4dMs57382b6kbgli25P5YQQgjjMGRK3bhhZ9mGiDxJglImljxTSqOBceMMtaVyd9yYGDXMZ8UK9UFG5F+GoXsffqhqCZ0/D0ePWrZNImcM9aQKFYJataBevSgg/aDU1asqO6pePQgISL3e2VkV0o6OVrWLRN7w+LF67fXyUkEkYxg0CH75RT3XnTrBvn3GOa4QeVl4OLi46KlTB+7fN85Q5e3b1Wx+Y8fKDR4hhMgrDEGpiAgtYWEWbYrIgyQoZUI6nbowKlkSvL3Vsuefh7Jl1Qea3NQOmjhRXXD17AnFiqnHZcsyrl0j8p6TJ1XB44YNoUoV6NdPLV+yxLLtEjlz9iyEhEDz5qrWULFiOipV0qdbV+r339WjYca2tLz2Gri6wnffpSwKLCxn+XJ1M+DFF9UwS2N58UUVmIqKUt8/eWK8YwuRF6mglI46ddTPxhjCFxKiHo8dyzhLVeQPT55A/frw88+WbokwBr0eOnfWMHVqYUs3RZiZYfgeqNmmhUhOglImdOGCuuCqWzdpmY0NjBunAlbTpuXsuEePqkyrYsXUB1Z3dxXk6tNHLZPZuvIPQ5bU8OHq8bnnVGHkpUtVLSGRvyTVk0pa1ry5ei7Tqiu1bJl6zCgoVbgwjBgBYWFyUZ5XzJ+vHo0xdO9pAwao4XyXLsH77xv/+ELkJY8fg6urjjp1VEqTMYqd37mT9P306bk/nrCsEydURvHcuZZuiTCGs2dhwwYN69bJDGzWJCEBbt9O+lmCUuJpEpQyoaR6UimXv/QSlCgBCxak/AfNirg4VWcmIUFlTnz3nYo879qlhvnY2cHHH0vGlCVcenCJfTf2Ea+Lz9L2UVGqwLWbm8p0A/V9ly5qVq5du0zYWGESaQel1Ietp+/YX7qkass1apR5oey331b/29Onq6G7wnLOnVOz59WvD888Y5pzTJ8OpUurIZuGvykhCpqYGIiN1SQO3wPjZkq5ucG6dWpIvMi/goPV4/HjEBtr2baI3DPMQH7nji06nWXbIszn7t2UN9uvX7dcW0TeJEEpEzJcXCXPlAKVCfP22+rNNbuzak2dqlLSn3suKZCh1UKTJjBjhqpLEhOjppQX5hMdH02DOQ1oOLchRb8qyuFbhzPdZ8UKlf0yYAC4JLth1LevepQhfPlLQoIKPHl6QtWqScubN1ePTwelli9XjxllSRmULKmC2bduweLFxmityKkFC9SjKbKkDNzckgqpDxmiskmEKGgMw5FdXXX4+ICPjyp5kNsPqoZMqXffVY/ffJO74wnLMgz5iYmBU6cs2xaRe4YZZuPiNNy7l7NjSK24/Mfwf1yypHrygoI0FmyNyIskKGVChjT02rVTr3vlFfXhddYsOHMma8c7exY+/VRNJf7DD6pw+tO6dVOPq1fnqMkih1afW839qPuU9yyPq70rFYtWBFSwqtfGXjyJTV0cxjAUyzB0z6BDh6QhmZIVk38cPw4PH6pZ97TJXlm9vKBSJVLVlVq2TP0PG4LLmRk7Vm3/1VdyQWYp8fGq5pOjoxoubUqtW6vh2UFB8M47pj2XEJaQPCgFKqs8PFyVPsiNkBD1GvzWW1C8uPqfDQ3NZWOFxRgypcA4mXTCcvT6pKAUpHxus2r1anWjToLN+YuhyHmjRupRhu+Jp0lQykTi4lTtpzJlVPDpaW5uKksqLk4FJTK7M5iQoOqMxMaqoR2GwulPa9ZMBa3WrVPHFuax4PgCAH7t/ivBbwfjYq9Sn+Yencuhu4fYdT3lWLwzZ2D3bjXrWvXqKY/l6KgK4j98KBlv+cn27eox+dA9gxYtUtaVOndO1clo2lRlB2RFhQpqVrbz59XwMWF+f/+tsjCef14Fjk1tyhQ1McacObBhg+nPJ4Q5GYJSLi7qAsiQVZ7bwMOdOyoY5eKiArvR0fC//+XumMJykhdHNkbNMWE5V66ojG+D5M9tZuLiYMwYNVLk9m15T8xvDEGphg3VXVUZvieeJkEpEzlzRl0IPV1PKrmXXlIfYPfsUR86MvLdd2qWtnbt1BC99NjZqQ+uDx+qoIcwvZuPb7Lp8iYqFa1EXZ+6aJKlsBVxKgLA3ht7U+xjeL6HDUv7mDILX/6TVj0pgxYt1KNhCF92hu4lN3Cgely4MLutE8aQfEidObi4qOGCGg28/LJ6XRfW4cSJE9StW5c5mV0c5GOGYamurupDiiEolZvAQ3w83LunMlQBRo4EBwd1DSWZx/mTIZtGo5FMqfzOkCXl76/+57MalAoOVqUQvv4aSpVSN28vXzZRI4VJGJ7rcuXA0zNBMqVEKiYJSq1YsYL+/ftTv359fvrppxTr1q5dS8eOHWnevDmffvopcQU0nSe9elLJaTTq7p2Dg5qRL/mMMcldugQffKCmhf/557SH7SUnQ/jM6+6Tu9QrWY9BNQalCEgBNCr1f/bOO8yJqu3Dd7K9997pvYN0pCPSBFERC6KCHbu+Ynttn/raO6KoKIiioNKlSZey9A4LbC/A9l6S74/DpOwm2WRbkt25r8tr3MnM5AyTmTnnd57n94g4VV1RqrRUpBN4ehpPAbr+emGG/9df5pvW5+TIaV3WoqJCdLbCw6Fdu5qfVxelfvlFpJfcfLNl3zNhgoiE/PVX8TuSaTouX4ZVqyA2Vns9m4LBg+HJJ8Xs8p13yka/LQGVSsUHH3xAp8Zy0rcRqkdKSVYH9REerlwR78HQUPF3UJCYAMzMFFVtZeyPlBTw9xeFJY4fh+Jia7dIpq5IJufSxGtKSu2+QuvXQ8+eYmJ+3DiRhdKmjUj/qjSvrpCMDSBFSkVEQEREJVlZCkpKrNsmGduiUUSpwMBA5syZw4hqIQPnz5/ngw8+4H//+x9r1qwhMzOz2c4CSjN9piKlANq2hZdegrw8ePzxmp9v3AgDBoiX8NtvQ0xM7d89bhw4OwtRShYpGp+eYT3Zc+8enh74dI3Pon2iCXYLZl/qPiqrqvj7bxFJk50NM2cKYcoQDg5CsCopqV1czMuDuXNFp+1//2uAE5KxmAMHhHg4fLhh0Tg4WHSo9++HvXtFJOX112tn883F1VVEV+XmihRdmaZjyRIhPt59t75nWFPwxhsi1XfNGpE6KEd8NG9WrFhBly5diIuLs3ZTGhVtpJQQpQIDIS5ODDrrOtiUJvd0n61S3+qDD+Q+kb1RWSlStSIjxSRvVZXwb5SxT7ZvFxPxN90kbsTaPKU2b4bx48Wk65tvindgYKCwRqmqqpsnlYx1kCKlIiOFKAVyCp+MPo6NcdDrr00j75IMVK6xfv16RowYQefOnQGYPXs2r776Kg8++KDB45SXl1NebVrY0dERZ2fnhm90A7N/vwKFAnr2VKNSiZlP0C51eeop+PlnBb/8ouCOO1SMHy88pt58E/77XzHC/e9/1TzwgHlVaTw8YMQIBevXKzh8WFXDs6ipMXXuzYl9++DMGRWdOkGHDuI6qNVqegb1ZEPSBnqNO86xTeJiDBmi5sUX1Sav5223wUcfKfnmGzU33qjG27vmNuvWwQMPKDSzTQsWqHnqKXWt0XRNRUu59ps3Ayi5/nqV5ppWP/dhwxScPKlg3jw1oODmm1V1qjJ1xx3w9ddKFi9WM3WqbY6wmtt1V6vhm28UgIK77qr9ujX0+Ts7i9ni8eMVrF6tYMoUNb//rsbVtUEO36A0t2tvCcoGUCtzc3P5+eef+f7773nfRHlee+4fSeTlASjx9FRpfi+9eyv47TcFx47Vre+Sni6OGRKiRqUSz8cOHWDcONEn+vtvFaNHN9QZ1J+WfL+Yc+6pqaBSKYmMVNOnj5rvv1eyb5+K665rqlY2Hi3t2icnw8WLSoYNUxMXpwKUpKSYPv8NGxSo1QoWLlRpKt6qVBAXJ97H58+rzJqstyVa2nWXSE1V4OICfn4qjSh18aKKtm2t3LAmpKVeezCvf9QoopQxLly4QL9+/TR/t2nThoyMDIqLi3F3d6+x/XfffcfChQv11k2fPp1bLDViaWLKyhQcOxZD69YVZGenkp2t/SzZiKz/yisu3HJLOA88UMWyZenMnx/I9u3u+PtX8dFHWQweXGqRojx4sBfr1weyeHEejz2WW78TaiCMnbs98/GRj6lUVTK7/f2MGdOFggIHzWeRkRW0aVPBab/h0H0Dx3L+ZcCAdjz2WC7XXVdKRYXp6hNBQdCmTQT//ONMSAgMGVLMDTcUM3JkMWo1vPGGPytWeKFQqJk1K4+zZ53ZvduN1avT6NbNtnJ8muO112Xt2lDAjfbtU0lM1J/il869c2d3IIS9exU4OKjp2zeZxETLX0wRERAdHcm6dY4cPJhMQIDtvtyay3XfudOVEyfCuP76YhSKTLO9EBr6/BcsUDB7dijr17tyww0lfPVVFq6utilMNpdrbwkNEdn0xRdfMGPGDLy8vExuZ6/9I10SE72BADw91ZrfS5s2PoA/GzZcxdfXzNx1HU6c8ASCcHbOJjExX7P+9ttdWb8+jA8+KKFdu6yGOYEGpCXeLxKmzj0+3gUIx8engIiIAiCCbduKmDSp+ZRTbCnX/s8/PYBgunXLJT8/F0/PGC5dqiIx0bix1PHjwYAHsbFpJCZq7V78/LyAQPbvz6ZNm4JGb3tj0FKuO4iJvZSUGIKDq0hJSSEiQsyyHzqUTfv29nn96kNLuvYS5vSPmlSUKikpwcPDQ/O357XcJWOi1D333MPMmTP11tnDTOC+fVBRoaB/fydirkn4KpWK5ORkoqKiDKqFMTEwd66aBQucGDkyivJyBQMHqvn5ZwWRkRbm+CBSTF58EbZv9+X995ugTJQJajt3e6W0spTvf/kegNvC36WgwIEePdR07SrSs06dcuSff5zA6w76qofyf+/1ZPhQZ8D867lhA3z2mZrff4fNmz3YvNkDJyc1np6Qk6OgXTs1CxeqGTzYi8WLRVW2nTvDmTjRNgaqzfXa61JaCgcPKoiLUzNoUIRmffVznzYNHnlEfDZ8OPTqFVXn75w1S8FrrynYvTtKc0xborld90cfFaGHzz3nqnmmm6Ixz3/zZpgwQc327e48+mgMf/yhxsDr02o0t2vflJw+fZqTJ0/y3HPP1bqtvfaPdHFyEksPD5Xm9zJ6tLAquHgxkJgYA6WLa0FK++vQwY+YGD/N+qgouPtuNRkZ7mbdw4aoqhKp9Q1JS75fzDn3vXvFslMnT8aO9cTJSc2pU57ExHgY3N6eaGnX/tQp8R6dMMGHqCgvQkMrSUx0IioqxmhKfGamAoVCzYAB4XqRwZL/XF5eADEx/o3c8oalpV13EJYTxcVKevdWEBUVRUTEVQAKCuzv+tWHlnjtLaFJRSk3NzeKioo0fxdec3A2JEgBODs721UHSyI+Xiz79VOgVOrnUSmVSqM/xLffFv5BGRkKnngC3nlHgZNT3fKwIiOFB8m+fQpSUxVE1X3822CYOnd7ZNXZVeSV5fFA7weI3yt+w/feq9CIBCoVXLqk4uJFFcOHX1enc2/VSvhgvP++8C36/XdYvlxBUpIwx3/1VQVubuI3ctNNwltq+XIF776rsJkUPmh+116XXbuEx8+IEdS430F77qGhwlfq5Em47baazwZLuOsueO01+OknJY89Vp/WNy7N4bqfOwdr10LHjjB2rNKi+6oxzt/HR6TtTpgAmzcruPVWBWvWNOhXNAjN4do3NQcPHiQxMZHx48cDoo/k4OBAamoqr7zyit629to/0kUq4uHhodL8Xvr0Eb58Bw7U7RmZdS0IKjxcqTfQVSrBy0v4WNXluFeuQPv2MH++KDzQ0LTk+8XUuUvmyFFRStzcoGtX4TlWWKgwaGlgj7SUa799Ozg6wqBB4t4MCyvn/HlnrlxRaAoTVOfCBREd7u6uf8+2aSOWFy/Wry9lTVrKdQcprRoiIhQolUodTyn7vX71oSVde0to0n+RVq1acf78ec3fCQkJhIaGGhWl7BVzTc6r4+srIl3+/VcIEdIsYl2ZMkUs5Sp8jcMPR34AYFaPWezcKdYNHqz9XKkUlbpatRIP39zSXEor61YyTaEQJp9vvy2qMZaUwDvvgJubdhsfH2Fyn5goovVkmgbp/powofZtH3hAVJGZNq1+39m6NQwcKIzTT5+u37FkTPPppyL0fN682iufNhWensLwtUcPIZjJv4HmwdSpU1m5ciVLlixhyZIlDB06lOnTp/NkY6ggNoBkdO7lpU1B9vYW4s+xY3WrMGrI6Fz32NJ3Wsrp06JASX0qA8pYjmSOLE2s9u0rnscHD1qvTTKWk5Ul7qHevYXfKkBoaBWgvcbVyc4WETatWtX8LDZWLC9caPCmyjQCkrgcGSmWkihlrhWCTMugUUSpyspKysrKUKlUVFVVUVZWRlVVFePGjWPLli2cOnWKwsJCFi1axI033tgYTbAq+/eLEO8ePXTWpe2nUlV7OZm4OBrMwHHyZLGURamGJ60gjQ0JG2gf0J6+4f3YuVPMwnbtanj7d3a9g/87/mxM2Fjv71YoxGyTIW69VSx/+aXeXyNjBmo1/PWXqIpnjnnuo4+KzrSvb/2/+667xPLHH+t/LBnD5OXBd9+Bnx/ceae1W6OPhwfce6/4/xUrrNsWmYbB1dWVwMBAzX8uLi64ubnV6i9lrxRcsxLx8NBPN+/TR1S6PHrU8mNmZoqlocgLb2/xnXWpwCd5g9ZV1JKpG5L1ijSY7dtXLGVx0L7YsUMshw3TrgsLE2MiY/Y6kuBkSJRydRURVLIoZR9IwmPENYcLb28V3t5qWZSS0aNRRKlvv/2WQYMG8ccff7Bo0SIGDRrE2rVradOmDU888QRPPvkk48ePJygoiHulXnUzIflKDiddvsX39kfZnroBgIqqCt7c8SY/nmna0WPHjiLE9Z9/xGyDTMPx09GfUKlVzOoxi4sXFWRkiMgVY34Trf1ao0bNnpQ9jdquiRPFy/rXX82r1ChTPw4dEh2q0aO1s39NxS23iKpsP/0kX+vGYtEikWI0Zw425dskIUXDyqJU8+TVV1/lvvvus3YzGg1J4PH01H+A1Ud4yMgQUeZ+fjU/8/ISYldZmeXHzckRS1mUalp0y8iDNgNBFqXsi+3bxXLoUKhUVfLY+sdICv4WMB4pJQlOrVsb/rxVK3FfSvemjO0iRUpFaG1XiYkR6ysqDO8j0/JoFFFq7ty5HDhwQO+/iRMnAjBx4kTWrVvH9u3befXVV+3eE6E6d/56P+pJ93G19WdsSBCiVEp+ClsvbWVD0oYmbYtCIQYtlZXCg0Sm4fBx8aG1X2vu7HanwdS96gyIHADQ6KKUlxeMHy8e9Hsa96tk0EYhSuJAU+LnJ0TIpCRth0+m4aiqEql7Dg7w8MPWbo1hIiNFZG18vBwGL2N/aCOl9EUpSXhYv97yY2ZmQnAwBo2TJQ+iughLUqRUQcsrFGVVkpPB3187KdC5s5h4k2wyZOyD7dvFmGTQIHhv93t8vv9z/qh8BhSqOkVKgVaskqOlbJ/q6XsA0dFiQlX6TEZGdtlqQNIL0tlx+Q/IieVx/43MHzIfgDi/OKK9o4nPiie7JLtJ2ySl8P3xR5N+bbNnbp+5nHv0HBHeEWaJUhHeEUT7RLMvdZ9ZaZz1QaoILqfwNT5//CE6Wub4STUGUgrf4sXW+f7mzOrVcPGi8P+yhUIRxpg6VSxXrrRuO2RkLMVY+l6/fkJ8WL1aFPcwl/JyuHrVcOoeaEWpughLcvpe01NRIQySdZ+/jo7Cl/HiRWE+L2P75OTAkSPQvbuwLni4r84sT9AJo5FSCQliaUyUktbLopTtUz19D0SkFMgTajJaZFGqAfnu8HeoqIL4udw5aBQB7tpyxje2vZEqdZUmeqqxOHf1HMl52mmHAQMgKEhEStUlZF3GOIprrsc7d4qOUr9+prcfEDmA4opijmbWwSjDAiZMELOKv/0moj1kGoeLF4XnycCBYmbeGowbBwEBsHw5FBdbpw3NlY8+Est586zajFq56SaxlFP4ZOyN/Hzw9FTXiGpydIQffhBRig8+CJcvm3c8qfKeIZNzEJHE0vdaipy+1/Skpwv/L93oCtCmd8rRUvbBrl3iOg4ZKsRnLxcvPhjzgfgw9p86R0rJopT9kJoqJnDDwrTrYmLE70EWpWQkZFGqgVCpVSw8uBBUjridnUW3bvqf39hOGLqvOWe6dvdn+z5jzqo5lFVariAVVxTT7rN2tP20LeprTp4ODiK1qKBAzDrK1I/SylJGLh7J94e/B8RMnVRRpDbPGSmFb3fy7kZto4eHEKbS09FEcck0PH/9JZZSNKI1cHaGGTOE75EcGddwHD0qvPj69hXCvi3Ttq0osLBzp9bkWUbGHigo0ApF1endG55/XghSjzxi3vFMmZxDw6TvyaJU01G98p6ELErZF9u3A57prA7vzY5E4Xh+fcz1ADi23WpSlPL0FBPrhpBFKfshJUVMFuhWlY+OFktZlJKRkEWpBqKgrIDeAcPg2G0M7BpaozragMgB+Dj7sCFhg9H0rdzSXJ7d+CwLDy7knj/vQaW2zL1YisApqypjX+o+zfq77xbLRYtqP0ZenmyabIo/T//Jlotb2JuyF4Dd1/SlQYNq33dkq5E82u9ReoX1asQWCqQUvl9/bfSvarFIKbGSKLXs+DKe2vBUndIzD2cc5rN9n/Hl/i/5Ov5rvj34LYuPLCa9IL3WfR98UCw//rhuVaVk9FGp4INrk7jz5onZPVtn6lRx7eVKqzL2RH6+VigyxEsvQZcu4j3222+1Hy8jQywbI31PipSqq1G6jOVUr7wnIZud2xf/7CyDW6dxsfQQ684Lg9uuIV3xdfZFHb2NlFRVjXFHRYXwy2zVyvg7WBKlpDQ/GdukrExM4Oum7gHExoqlLErJSMiiVAPh4+rDTYrvYeVig95CjkpHRkSOoGtwVy4XGY5FX3J0CSWVJTgpndidvJvMQsumvftH9mfBhAUA/HJCGzYxcCC0aydMQ9PSjO9/6ZJQrp96yqKvbVF8d/g7AGb1mAVglp+URJfgLnxywycMjBrYSK3TMn68iJj67TdhdC/TsGRnw/Ydavxuf5yD5cuoVFXy323/5YN/P2DcT+O4UmyZ2cXWi1t5dN2jPLT2Ieaunst9q+7j7j/u5s6Vd9a6b6dOMGaM8GyQDc8tQ6WCDRvg7beFP1efPiJy44cfRJj59OnWaVdmYaYm2tUcpk0TSzmFT8ZekMQdY5FSAC4u2jS+hx6qPY1PipRqjPS9bB07UDlaqmkwFinVrp24lnKklO1TUKDmQPAjELWHG9rcwOvDXwdAqVDyxfVfMODoQaoqlTWifBMTxfvZWOoeCNsEDw85UsrWkcad1cXl5uIppVJhNNpPxjJkUaoBEQKFwqhA8d6g99hy1xbCvMJqfKZWq1kQLwSlLXdvYc+9ewxuVxszuszA1dGVX0/8qom0UijgnnvEjfPjj8b3fe890dk6ccLir20RpOansvHCRjoEdqBfhDCQkkQpcyKlmhI3N5g0SXhsbNtm7dY0P9asAVWvL8hp9zEvb32ZKlUV22ZtY1jMMDZf3Eyfr/twKP2QyWNUVFVohIfRrUfzzcRvWDBhAV+M/4JPb/iUNv5tuFpy1axUXsn3SPJBkjGP338Xvlz/+Y94NsbHiwHt+PHw7bciPbKp+Xzf54S+H8qkZZPIKMwwa58uXaBNG9i8GXJzG7d9MjINgRStZCpSCqBXL3jhBSFI1VYF09xIqfp4StV1fxnLMRYppVSK9M60NNMTrTLW58et/6Lu+Q3elW1ZOm0pDkoHzWf9Q/vTNljkcFU3O6/NTwrE2KZVKxFRVVHR0C2XaSgMmZyDEBVdXe1flPrySxHQ8e+/1m6J/SOLUg3A+7vfZ/ry6Ww5nICDgyjRbQiFiTyQY1nHOJZ1jFGtRjE4erBGkMoqymLduXW1tmF/6n7WnluLi6ML49uOJ7UgVc+76K67xIt80SLDKT5ZWWIQBnLJY2MsPrIYlVrFPT3uQaFQUFIiZuratTPf6Hrrxa1M+nkSG843ruE9wK23iqWcwtfwfL1pM9wwDw9Hb/687U9cHF0I9ghm450bmXfdPBLzEhn8/WCWnFlCRVXN3lJJRQk3Lr2RF7e8iFqtpktwF+7tdS9zes/hwb4P8ki/R9h//34OzT2Ei6NLre0ZN078Dv/8Uxiwy5iHlO729ttCkCosFJ3hNWvghhuavj1nrpzh6Y1PA7AjcYfB344hFAqRwldZKXsHytgHkrDj6Vn7ti++CN26iYIOy5cb304SpYxFSjVE9b267i9jOcYipUDrKyWn8Nk2J7JOAzDI6UF8XX1rfB4ZpQav1BqRJpIo1bq16eO3aiUK+siRKtalsFBfuNclNVUsq4tSCoUQc5KS7Ns2RupH7thh3XY0B2RRqp6o1Cq+OPAFf5z+g7PHPejRw3Q4+uGMwzy38TkSc/Wl4W4h3Tg89zBvj3xbs65KVcXIxSOZvGwyWy5uMdmO9/a8x41Lb2R38m7m9p7Lq8NeJdY3VvN5eLgYuJ49C3v21Nz/k0+gtFT8v9zhqolareb7I9+jVCi5o9sdgOgMVVSYl7onkVuay6qzq9h8cXOd2lFeVc67u95l2PfD2HRhk8ltx44VsxCb6/ZVMkY4kX6enWHTQaFi2c0/0zGoo+YzJwcnPhr3EYunLAbgy+Nf1ti/tLKUm365iY0XNrIzeSflVeUGv8dQB84YSiU89pgQnD/7zLLzaalUVYnUPR8fkbLcq5dIBbAWlapK7v7jbkorS/nyxi/ZNmsbUT5iNHYh5wJXi6+a3H/qVLGUU/hk7AFzI6VARCx+/72oyvfkk8a982ozOq9r+p5KJUdKWQNJaKg+mAXZ7NxeyCgSoWxBrgYuIvCtc3d4qCtJyfqqhDmRUrqfyyl81mXSJGF/YKjityRKVY94BJHCV1Zmv0VaKiq03sJyllH9kUWperL5wmYu5Fygn88kKAytVaDYeGEj7+5+l1VnV9X4rHtod3qH99b87aB04PXhr1OlruKmX27ifPZ5g8csrihm9dnVhHiEMCR6CGNaj+GV618h0lv/CTB7tlhWNzzPz4fPPxczlm5usihliJLKEobHDue2LrcR7hUOWOYnJTEgSpTy2pOirwxeLb7K1/Ffs+LUCkorSw3u+8+lf+jxVQ+e2/Qc2xO3M/rH0Ty05iGKyosMbu/qKmaZEhMNvyhkLCe/LJ8bFk8Ctxyuy3+XCe3HG9zuzu53cmjOIf5vwP/h5CDKjSw9tpTnNz3P1F+msiFhA4OjB7Pm9jUmI6EScxN5a8dbJGTX7uR5991CYPnmG/keNocDB4T55ujR1ChMYQ3e3fUue1P3ckObG5jbey7dQ7sDIs1z+vLpdPmyC0uPLaVKZfhm7ttXDN7Wr4ciw48EGRmbQRJ2TE3i6dKzJwwZIqJnsrIMb2NupJSlolJBgf5MvixKNQ0pKRAQYLiysWx2bh90505YuopuvkMMfh7n1Q7ccjiYdkRvvWRebq4oJZudW5eTJ4UwePhwzc+Mpe+B/ftKHTqk7W+dPGndtjQHZFGqnnx98GsAojLnALULFOPbiEHs6rPaHIt9qftqRE5JTOkwhffHvE9+WT7PbnzW4Dbrzq2juKKYaR2n6eVrA3qVwCZOFC/4X37RH7R8/bXwIXngAfG5PKCtibuTO19N+IolU5do1tVFlAr1DCXON44DaQf0ImRuWHIDc1fPZdqv0wh9L5R7/7yXLRe3aAagKfkpjP5xNKeunOK2Lrfx2/TfiPGJYc25NVSpjStOcXEipad6vr5M3TiWeYwrRdlw+C5eGmm6IkC7gHYMCdd2xD7e+zHv7HqHdefXMTBqIGtvX4uns+nclb/O/MX8LfNZcmyJye1AiMr33ScGTD/8YN75tGTWXcuKtkaaXnXUajVHMo/g5+rHN5O+0Uv1VqNmdKvRZBVlMXPFTDp90YkfDv9QI7VPqYSbboKSEiFMycjYMlI/w1xRCqBzZ7E0NiOdmSnM0X18DH9e1/Q93dS9uuwvYzkVFZCebji6AkTlrsBA4eNSXNykTZOxAKfiaDg7gUgfwx65Q6OvB+B4wT966y9cEOldkmhhDDlSyjbIyxPLjRtrflZbpBTYryilW1zo5En7TkO0BWRRqh5kFmbyx+k/iPGJIXXHaKB2w+tOQZ2I9Y1l66WtFJYXolarmbt6Lq0+aWW0/Puj/R6lW0g3Vp5eybZLNV2rl58UJgvTO2tLRSVkJ9B3YV8eXfuoZp2zM8ycKXJ/f/9drCsrE+XPnZ3hiSdEp62gQC4tXxtVVSJkMzhYGAxbwoCoAZRWlvLcxuc06x7v/zjzh8xnTq85KBVKFh1exMjFIxn+w3AAIr0jeWfUO2y6cxM/T/uZaZ2mcezBY6y5fQ3eLqKnferyqRpRVvILu2EZEDkIz+/O4r71K0aONO4RZ4i/7/ibd0a9w9zec1k3cx1eLrWPxm7pfAtKhZKfj/9sVjW2Rx4R4sQnn8gvx9qQRKlx48zbXq1Wk5ibyK6kXSw7voz3dr+nJwxtvbiVtII0i6rmSSgUCpZNW8ahuYc0kZgSzg7OvD3qbQ7OOcjNnW7m3NVzzPpzFu0+a1cjhVdO4ZOxF7Tpe+bfL7WJUhkZInXPmH1nXdP3qnulyJFSlpOebtxzxtj2arVhPykQ1/i228Rg2FQBHxnrUlgolsbE54ldrwfgknKrZp1aLfqsUVFCZDaF5Dkl93GtR1mZ1v7FlCjVHCOlJFEqLk4EeyQlWbc99o4sStWD7w9/T6Wqknu638/+fUpatxZlxE2hUCiY0HYC5VXlbLqwifj0eA5nHOb62OuNVttzUDrw/pj3AXjy7yc1VfWgZuqeRIR3BGeunOG3U7/pRUtVT+H76Sfx8r/rLuE75eUlImvKai/41WL45fgvTPx5ol41tRMnRGdo8GDjHWBjDI4SoVWf7f9Mcy1v73o7b4x4gwUTF5D+VDp/3PoH0ztNZ1wb7Yj5yQFPMrLVSM3fXi5edAnuAkBeaR5jfhrDK1tf0fsuWZRqGNRqNRVVFfz7L1xO8eaGUW64ulp2DB9XH54d9CxfTfhKIyTWRohnCCPjRnL6ymmOZB6pdfvYWJg8Gc6d04ouMjW5fFmkfXTvLp575jBzxUxiP45l8HeDmfH7DJ7Z+IymOl5BWQEjF48k4oMIgt8LZsxPY1h0chGZhbUbJUjHUCgUxPganxbuHtqd5dOXc/yh49zR7Q5S8lMI8dDPUxoyRES7rl4tP8NlbBtL0/fAtChVWireycZS96Du6XtSpJTUv5NFKctQq0W63c03m7+Pscp7usybJ/pfH34oT8LYKguU3eHO0UYLGvSL7YSiOJBc7+2azIDsbHGP1Za6B0LUUCjkPq41kaKkQGSQVI9cTEkRz15DvwF7FqVUKmFuHhionRCUfaXqhyxK1YMeoT0Y03oMPZlNWZn5aVwT2k0ARArf1/Ei/W9Orzkm9xnVahT39byPR/s9qrd+b8peiiuKmdpxql7qnqujK5M7TOZK8RU9k/Tu3YU3w7ZtYuD67rvigf7MM+JzqYMoh6dr+ebQN6w+u1pPDKxL6p7E7J6z+Xz858TPiUepqHkLuji6MLnDZH6d/isvDHnBrGOWVpZypfgKi48u1hMh4+LEUq7IVj9+PPQLEW92Zdx9wgvsppua7rtndJkBCE8qc3j8cbH8+ONGalAz4O+/xUDJ3NS90spSVpxagZ+rHw/0foA3R7zJ4imLNeJiWVUZT/R/ghFxI1Cr1Wy+uJk3DrxB1EdRvLPzHb1jqdVqsoqy2Juyl6/jvyb2o1g+2POB2W3vFNSJH2/6keQnkuka0lXvM0dHYTian699RsnI2CJ1Sd/r1EksDXX8azM5h7qn70kRPtIASu4fWUZxMaSlwa5dYtLTHExV3pNo00Y8786ckVOWbZFKVSVXHY6Bx2WjopRCocDz6vWoXfKITzsMmO8nBcI7NSJCFqWsia4oVV6u3/dQqcS9b0xctmdR6vhxYX0zZAh0EfEBsq9UPZFFqXowts1YNtyxgdP7xfSZuQLFsNhheDh5cDjjMEuPLSXALYApHabUut/CSQuZ1WOWnpAxPG44KU+m8J/B/6mx/a2dbwVEpI8uUrTUjBmiGt+0aaKcPMiiVHWS8pLYfGEzXYO70iusl2Z9fUQpF0cXHur7EN1CujVQK0VEzdSOU8kozNATIeVIqfqhUsG3PxYxe9kzXK46R3mRBy++KO6dpmJqx6m4OLiw7PgyPWHUGEOGQI8eIoxanrUxjBRFNt6wT30NdifvpqyqjJs63MSXE77khSEvcGf3O/FxFeY1ge6BvD/2fTbftZnLz1zm7MNnebLHk7Tya6WJZgTot7Afnv/nSch7IfT/tj9zV8+lrKqM1n611L02QKhnKKWVpWy5uIU9ydrCCUOHiuW+fRYfUkamyahLpFRAgIiEOnGipsVAbSbnIFKBHB3rHiklDaDkSCnLkP69ysrEZKg5SKKUqUgpELYTIGwoZGyLjMIMUKihINzkfd6m8G7Y/CbKkmDA/Mp7Eq1aCXGguvebTNMgiVIBAWK5ScdVICtLCNGGUvdArHdwsE9Rats1N51hw2pPLZcxD1mUqiO6JtWWChSujq4kPJbAnN5zKKooYlaPWSYrcBn67r0pezV/h3uFa0qH6zKm9Rh8XX1ZcXqFXntvv114SMXHi7+f01obyaLUNQrKCvhwz4cM+W4IatTM6jFLz3x4505REaZHD+u1sTozu84E4KejP2nWSZFSsihlOfHxIuXgvkXvUuWRQoeiuSTs7sbrrwvfpqbCx9WH8W3HU6mqJCmv9oR1hUIbLTV7tjyAqo5KBRs2CDPkAQPM26dDYAc+GvsRd3W/q9ZtFQoFrf1b80i3Rzj10CluaKsNxyqrKiPUM5QRcSO4t+e9vDH8DbbctYXJHSbX6VxOXznNyMUjeXf3u5p1/fqJpSxKydgydYmUAtH5z8mpWULcnEgphUJES9XVUyo2VizlZ6pl6P57HT1q3j5S+p6pSCkQInyvXrB5s/nHlmka0grSxP/kRxiNlALo5TkBdryAKkdcbKm/2trMuRp58tW6SKLUxIniGavrK2XK5BzEJEFEhBCl7M3LWPKTGjoUOnYU/y+LUvVDFqXqwLmr5wh7P4yP//0YlUqEJAcEQPv25h8jxDNEU4Hv/l73m72fWq1m0KJBjFg8gg3nNxCfFm/UWNfZwZmpHaaSW5rLxgTtU8LfH6ZMEf8/apS2tC7IopTEI+se4cm/nyStII1ZPWbxQJ8HNJ+dPi06TP37g5OTFRtZjdGtRhPkHsTK0yspKhflFT08hBm7nL5nGWo13HorHLqQiHLou3g7+bHztdeNzvY0NgsnLiT5iWRifWPN2n7mTJHWsG8fTJigX22zpXPgAFy5AqNHiw6ROYR7hTOv/zyGxQ6z6LsUCoVeZOvhuYdJeCyBzXdt5ptJ3zB/6HyGxw236Ji6dAvpRoBbAP9c+kfjx9G+vXiOy6KUjC2jNTq3bD9jM9JSpJQpUUr6vrpW35MjpeqG7r/3sWPm7WNupJRCAU8+Kf7/ww8tb5tM45Gaf02RqCVSSrrG0jWvS6SU7n4yTYskSsXFCYH48GHh2wmmTc4lYmLEMyI3tzFb2bCo1UKU8vaGbt2EX1ZMDJw6Jfvb1QdZlKoDX+z/guySbFwdXTl9WnRY6mJ4vfLWleyavYv2gearWQqFgls63UJxRTE3Lr2RPgv7sDPJuHnI3T3u5sE+D9YYzD77LHTtCm+9pb99Sxaliiu07nyP9nuUpwY8xYXHLvDd5O9wd3IHRPj5nXeKbaZPN3QU6+Hk4MRtXW6jsLyQv878pVnfqpUIoZWqoMjUzr//Cl+DsLufQaUs5c1RrxHgHmC19gS4B+h5xtWGoyP8+iuMGSOMGKdM0VZHaelIqXvm+knVpZqeMRSWviRqQalQMjxuOLmluRzOOAyIUPg+fYSPg9QhlJGxNeqSvgfGRSkpUspU+h5oI6Usua1lT6n6UZ9IqdpEKRB9sfBwWLpUK07KWJ/UAkmUisDd3fh2UVFA1yU8frIP8WnxFnlKgVyBz9pIYpKvr5jsAxG5CFqhsTZRCmqm8GVmwqFDNbe3Bc6eFeOqwYNFnwvEu0muwFc/ZFHKQgrLC1l0eBE+Lj7c0e2OenkLOSgdGBg10OL9Hr3uUeJ846hSVxHsEWzyGENjhvLFjV/QObiz3vrevUXnoG9f/e1bqih1LPMYUR9G8d2h7wDoE96H98a8VyMt8sknRaTFpEkwd641Wmqae3vey1sj3mJIjLYSo/Ril6OlzOennwDfS2T5/0HnoM56kXLWIrc0l28PfquXumsKFxdYuVLku2/aJCoflZfXvl9zRxKlxo0zvZ3E6rOr6fBZB5afWN54jaoHI2JHALD54mbNOum5vn+/NVokI1M71oqU8vISgpQl0aNypFT9qIsolZIiMhDc3Grf1tkZHn1UvN+++KJubZRpeDydPXHO7o5rSSuTlgeRkYBLAclV8Wy5uIULF8R9GmDmPKDUx5XELJmmRYqU8vER2Teg9ZWqLX0PtGnRuqLUX3+JlLheveCpp2yv76qbuich+0rVH1mUspAfj/xIflk+s3vOxsPZo16iVF1xdXTl3dHCQ+S2zreZHUFxpfhKrdu0RFFKrVYzb/08skuyTXp7LVsmOjyxsfD995ZHxjUF3UO7858h/yHSW/sGkCvwWUZFBfzyC3hWxhJ/73F+mPIDjkoz87wakX9T/uW+Vffx8j8v897u93hg9QOMWjzKZOU2d3dYtUqkmq5ZI/zkzK1+1By5fFmktXXvLmbWzWHzxc2cuXrGIt+/pmRkq5EAegUOZF8pGVunrpFSUgW+6lWOzDE6h7pV4JMipcLCRMq+LEpZhu6/dWKifrUuQ1RUQHp67X5SusyZI953X34JJSV1a6dMwzKrxyx8lx3GN3uUye2iooCLIo19y8V/SEotJ6pzitl9bDl9z7roilKDBomKiBs3CvHf3PQ9EM+G8nIx+T95snjOhoSIIgZDhsClS9pKyCUV2pu8pER8X1Ma3RsSpUxVh5UxD1mUsgC1Ws1n+z9DgYKH+j4ECMNrV1eh5jYlN3e6mX337eP/Rv2fWdvP/nM27T5tR3aJ6bu2JYpSv5/6na2XtjIoahAzuhguq3bmDNx/v5iR++038PNr4kbWgfwy0XOWX9iWsWEDXL0qqlJ2j2xH7/De1m4SACPjRhLkHsTfCX/zzMZnWBC/gM0XN3Mw/aDJ/by8RHRQr17w++/w9NNN1GAb5O+/RUfJ3NQ9EKKUUqFkWIxlflJNRVv/tkR4RbAjaYemoIUsSsnYOlIfw5QBsiH8/UU0VPUKfOYYnYNWlLJEWMrOFpNQvr7iedqS+kcNgfRv7ewslsePm94+PV1cW3NS9yT8/WHWLOEX+NNPtW4u00QUFtYuPEdGAlfb4VQWyoaEdTDfjUsjxEy/Sq1i+YnlfLjHuGFYUJDwT5X7uNZBV5RydRUCUlISnD9vnjecJErt3Cn2/fBDIVRu3y6e8xMmiL5Mz54w9aunmfbrNCYsncA/u4qZO1c888eMgZdfbtzz1GX7diGC99YZHkiRUtUnTGTMRxalLGDrpa2cvHySG9reQBv/NqSmiuiTfv20L9umpG9EX43XUW2Ee4WTU5rDOzvfMbldSxOliiuKeervp1Cg4NMbPjXo+VJcLFKfCgvho4/0H0K2SFF5ET2+6sGYH8cAcgU+S/npJyD0EP2mGC8iYA2cHJxYdvMyXhr6Et9P/p6d9+wk46kMfrzpR0Ckma05u8bgvr6+QpBxc4PVq5uw0TaGpX5SmYWZHM86Tt/wvvi4+jRew+qBQqFg6bSlnHjoBM4O4kUUGSk6agcOyKabMrZJfr4YSDqYb5WnQarAp+sflJEhjlebyCX1cSwVpXx9RdXVulTva+lI/15SUR3J7FylNvxwMrfyXnXmzRPi4Ycf2l8lr+bIL8eWUxy6sdZ70tsbvL0VuJ28H3cHb8jqSqSiH2q1muKKYh5a+xAvbHlBa5xeDYVCTL4mJYkoO5mmRVeUAm0K38aNIlLK2RkCA43vL4lSy5cL8WniROElNXCgSOH86y947z0oUKSwLnMhADuPJTN8XD5ff62915tqjJOYKH5rAwboj/3lCnz1RxalLKB3WG8+HPshzw16DhBV96BpU/fqyjMDnyHALYBP9n1CSn6K0e1amij1zs53SMpLYm7vufQM61njc7UaHnpIzOzNmAEPWN9aqFY8nD1wc3Jjb+pezl09J3tKWUB+Pvz5J7iMfY2Hj/SpNQqpqRkRN4LXhr/G3T3uZlD0IEI8Q1AoFFzIucDkZZN5YM0DmsqL1QkIEKHQUlWUloZKJaLgvL1FZ8IcpJS4kXEjG7Fl9WdozFC9YhYKhfCVysuDc+es1y4ZGWMUFFieuidhyLsjM7P21D2oe/qeFB0tVe+TRQ/zkf6tBw8GfC+x+Pz7DPx2IPO3zDe4vbmV96rTrh3ceKOogHXgQN3bK9MwzFl9H0y636xoyMhIKF7zGv/nkwtfHebxiF9RKBR4Onvy/KDnKa0s5a0dbxndv3Vr8Y6XTaabHl2jc9CanW/aJESp8HDTdifR0ULccXSE998XfXBdPzGFQvhK3fT+O+BYDltep2LhNsYNDuWXX7TPiyu1O9Q0CNu2iaVu6h6ICZHYWBEpJU8G1g1ZlLIAH1cfHu//OENjxC/RGn5SdcXH1YcXhrxAaWUp//3nv0a3q8ssor1SXlXO4qOL8XP14/URrxvcZvly+OEH6NABvv7aNn2kDHFH1zsAWHJsCZGR4mEvR0rVzsqVIme9KvZvwjzDDAqVtkgrv1Y82OdBUvJTTHbcAgPFvW1rppFNwYEDotMyerTwhTEHyTx8RNyIRmxZw6BWq0nOS9b8LafwaSkrkzuJtkZBgeUm5xLVvTsKC8V/taXugeXpexUV4tj+/uJvLy/xWyouNr5PerqY3ZcR5OcDPb5nRUBfeDyOPV5PsydlD2evnjW4fV0jpQCGC2sisw3VZRqHwvJC8svzIT/CLPE5Kkr4Xe7ZI/6WKuoBPNj3QUI9Q1l4cCGJuYkG95fNzq1H9Uip7t1FX/Pvv8VzXldcTspLYuj3Q/k341/NOldXMWEYHy/8pAyNs1LzU/kr9WuC3IL5+p4nST4Zxrp1MHBcCg9vvhNP/4ImE6UM+UlJdOok3g2yOFo3ZFHKAIczDrP+/Hou5FygSlUFQEJ2Qo1Q4507xc1j7qy7tXmo70NEeUex6PAiTl85bXCblhQp5ezgzOG5h/lrxl8EuhuOLf3gmof0kiWWe19Yk1s634KDwoGfjv6EUqkmJkZESsmzu6b56ScgbguVimImtpuIUmE/j8jXhr9GgFsA7+15j/PZ5w1uExQklk318rYl/vhDLC3xk+oY2JH+kf3rVCW1qbn+h+tp/UlrTaScLEoJKivhttvgjjtaphhri1RWCnPahoqUkvykzImUsnTiTTI5142Uqm3/V14RRr1nDWsuLY6c/DKYdB/nSw7glHkdLtvf5fyjCfx+y+9cLb3Kycv6Jix1jZQC2WzYVtCk2hWEmx0pBdooFElkAnB3cmf+kPlUqCp4fbvhCWTZO9V6SKKU9GxUKmHkSG2FU12T88fWPcau5F08u/tZvWNcfz1062b8O85ePYufqx/PDX6W+2e5a4755vY3+enoT1TcNpbLTRRNsX27mNi87rqan8kV+OqH/Yy4mpCF8Qu5YckNtP6kNR5vedDliy70WNCDfgv7aYSppCSR89q7tzZk0dZxdXTlteGvoVKr+PHIjwa3qUtouz3j4+rD4GjDoW5HjsDevaKaRFMb2deXII8gxrUZR0JOAvtS99GqlRgESJ13mZqkpcHmzeDXX0xxT2o/ycotsgx/N3/eGvkW5VXlPL7+cYPbSHn9LU2U2r1beBJ4egrTTHN5auBT7Ll3D25OZtQltzIdAztSoapgV7LIK5f8W/bvt2KjrIxaDQ8+KATJc+dkUcpWkPoXdY2Uqm4oa67Jue53mjt+kSo6SZFS5uwviSq6nlctmctlqaCsYkzUFEZc+JeyLc/gWNCKq8VX6ftrX+asnqO3fX0ipWSzYdsgrSBN/E+B+ZFSIPphSqVI6dLl/l73E+UdxfeHv+fc1Zo56Q0hSu3cKdtc1IW8PGH6rRuBLvlKgVaUKq4o1lgivHbdaxZ9x/C44VyYd4GH+z2st/7DcR8yvu14yoL3UDjiXsrK6nQKZpOeLvoS/foJj9bqyKJU/ZBFKQPc2O5Gnuz/JBPaTSDaJ5rTV05TWF7I0JihmsiJX34R2956qxUbWgfu7HYn62au440Rbxj8vCVEShWWFzJl2RQ2nN9gcruFwk+POXNMbmaz3NFNpPD9dPQneRbJDJYtAzUqqlqvwt3J3S5Stqpzb8976RXWizXn1hg0PW+JkVLp6aKSYkUFLF5sXjSFPSL5Xm2+IFIO/f2hTRsxedJSxZgXX4RvvhFeM2vX2le0a3NGEnTqGinl5wdhYdoKfJL4Y4koZW4fp3qklDmRVlev6u/b0qm60gpeL+WzMd9ooiGOHYMA9wBivWKJT4+ntLJUs70k6pkqI2+MyEhxjeVBoXVJLbgWKZUfYVGkFAiBqnrxKBdHF169/lVu63IbLo4uNfavbx+3sFBE94wbJ6d6W0penjZ1T0LylQLttf31xK8UlBfwcN+HuT7ieou/x93JHVdHV711ro6urLhlBZ7FXaDzb6w+vs3i41rCjh1iOcxIMWZZlKofsihlgPFtx/P+2PdZNWMVZx89S/H8Yi7Ou8j/Rv9Ps82yZWJ5yy1WamQdcVA6MK7NOINV5qD5i1KVqkpu/e1W/jzzJz8dM143uLhYpHL5+sL06U3XvoZkUvtJzB8yn9u63CZX4DODn34CQo6QTxqjW422i+iY6jgoHfjshs+Y1H4SHQI71PhcipRqKWbn5eWicmZGBsyfDzfdZP6+/7fj/3hrx1tGjeNtjetjrwdgy6UtmnX9+ol/g5bor/LRR/DWW8Jk9e+/tYKsjPWpb6QUiM5/bq4QnRszfc9YpJSpPpIkSkkGwC2d/HygyoWY4ACNKCU9k3oH96a8qpz4tHjN9snJ4l1lKBKhNhQKkcKXkqJNK5JperTpe5ZFSoG+n5Qus3vO5qepPxHtE13js9hYce3r2sdNSRHvyrNnYY3hIsYyBlCrxXOuesZQTIyYFAOtuPzVga8AmNNrzrV9a/cTSS9Ip9/Cfqw6s8roNi6OLvTP/RCA+TvmaWx3GpqKCq1XoCE/KRD+wyBHatYVWZQyA2cHZ2J9Y3FQitrFZ8/CwYPC4Lx6iKm9UFheyOvbXmfbJX1V2dFRmM41R1FKrVbzwOoHWHtuLQMiB/D1hK+Nbrt8uejQ3HFH3TpGtoC7kztvjHiDQdGD5Ap8tXDihIgoGdy2B0cfOMqr179q7SbVmQFRA/jztj9p7V+zZ9fS0vcef1yk7o0bB/81Xt+hBmq1mo/2fsQ7u94xOCtriwR5BNEtpBsH0w+SUyJCNFqqr9SSJfDEE6KjvGGDtuS0jG0g9S/qGikF+t5BdYmUstRTypL0PVmU0ienIh0X32ycnNR07SrWHTsmlr2DegNo0o4rKsT1rIuflIScwmd9pneezmNhv0LiEIsjpXT9pIyhSQ+8houLmICoax83TedwkpesTO2Ulop7tnqkFMCkaw4YnTpBbmku+WX5DI4eTLhXOLdvuJ3bfr+t1uO/u+td9qft59SVUya36+oxCk5P4kzeEbYlNmy01LFjovpfZKToW3h5GfeSlivw1Q9ZlKoDUurebbXfTzbLpgubePmfl/nzzJ81PvPyap6i1GvbXuPbQ9/SLqAdq2asMhkJ8/U1vcpeU/eqExcnZiTkSCnDLFkilnfeoaBrSFd6hPawansaikpVpd7fUrRIS4iUWrQIvvxSdHCXLgUHB/P3PZ51nKyiLK6PvR5HpWPjNbKBGRk3EpVapemUSaJUS/KVWrcOZs0SkwmrV0OXLtZukUx16pu+B/ppEpZESlmavidFSpmbvldZqRWjZFFKkNrlGcoeD+BY1jE6dBCTn7qRUgC7k3cDQhxQq+vmJyUhm51bn1Z+reiimA75UWaJUrrXuzZR6pWtrxD9YTSHMw7rrQ8NFfdcXXyFUlO1///PPyLwQKZ2qlfe0+WNN8S/Y5cu4Ovqy4mHTvDHrX/g5+rHubxz/H3h7xp9VF0yCjP4Kv4rAt0DeajvQybbERQEbPiQ12P3NJj1xpIl0LevMGD/4AOR4nn33cLo3FSUb+fOItsm0XChSBkTyKKUhajV8PPPwojv5put3Zq6MyR6CAA7knbU+Kw5ilLfHvyWV7e9SohHCOtnrifAPcDotidOiOiK/v3RzOrZK2kFaQz7fhgfXbwPkEUpQ5w5I7yGHD1zGTA22drNaTBu/vVmQt8L1Xvpt5RIqf37hcG1uzusXKkdUFZHpVaxMWEjSXn69Xs3XxS+TCNi7ctX7OZON/Pf6/9L5yAxYu/RQwwAW0qkVFaWeC+r1SLaddAga7dIxhANlb4HYkbakkipxk7f0/WRkj2lBOVuYnQW4xODiwu0by/eu2Vl0NqnNb6uvuxO3o1ara5X5T0J2dfFNigsFEtzxGcvL+29VZso1SW4C1XqKuatn6dXFV0Spesy6SZFSknRPR9+aPkxWiKmRCk3N+jZU/u3QqEgwD0AhULBgNAB5Jflcyj9kNFjv7f7PUorS3lqwFN4OptWNgMDgZxW+BX2r8NZ1OTqVZEpc+CAyIr69lvxnvn+e9GvMoUkisuRmpZjFVFqzpw5DBw4kCFDhjBkyBAee+wxazSjThw7BqdOwYgR9m2YG+AeQKegThxKP0RheaHeZ15e4mXSnEIPA9wDCHIPYs3ta4jzizO5rb0bnOsS5B5EfFo8/yRvwNtHLafv6ZCZCQ89JDqwqanQd/ZSun0fzdfxxtM67QlHpSNXS65yJOOIZl1LiZS65x7hD/Htt6bLDL++7XXG/DSGmI9i+Dvhb8166f9HthrZ2E1tUAZGDeTlYS/TNqAtIDqFXbuKd1YTVUu2KkeOiBnKuXPhxhut3RoZYzR0pJQkSlkSKWVp+p4kbNe2v5S6B3KkFEBVFai8LuFQ7ouPqxi5dusm1p86BUqFkndGvcOCCQtQqVX1qrwn0dDpezk58OmnIk1JxjwGLRrEF/k3AOYXmJCuuTFPKYlpnaYxPHY42xO389m+zzTrpfu/LlWmJVHqsceELcuyZfrRUzKGMSVKSSw7voz3dr9HbmmuZt2AUJH/JlXjq05JRQnfHvoWbxdvHu77sMFtdNGdcM0szGTOqjkGqzSay7lru95zjzA3nz3b/PeVLIrXHatFSr344ovs2LGDHTt28Mknn1irGRYjGZzPmGHddjQEQ6KHUKWuYm/KXr310o1XZB/+vmYxpcMULs67SO/w3ia3Ky0VUTPe3vZnYm8IJwcnBkcPJrUglYiu50lJqVtoc3OisBBee010fL78UsyuL1oEXn2Eg+HAqIFWbmHDIEVDbk/crlnXEiKlsrNFZ6B/f9Mp1gfTD/LGjjfwd/NnaMxQBkSKTlJZZRnrzq8j2CNYE3Fkz/TrJyKH4uNr39bekQYWtQ1qZKxLQ0RK+foKDxlJlPL2Ns//0dJiLtUjpWqLtJJFKX2y88rBOxW3sljNuupm5/f1vI+bOt6Eg9KB9evFOskkuS5ERDRsBb7//EeIFauMey3L6KBSq9iXuo8clYhANncw36OHuG5t25reTqlQsmjyIjydPXl+0/OcvXoWqJ8oJQlQ0dHiWldWCiFSxjTSM6660bmEWq3mzR1v8szGZ7harH04akSpS4ZFqd9P/U5uaS53dL0DL5faf0C6fdvVZ1ez8OBCnt74tLmnUYPz58WyfXvL95VFqbojp+9ZgFotRCknJ8uqONkqg6MHAzVT+JpTBb5LuZcorxL10D2cPWrd/vffxazYzJngUfvmdoFUlcu1wz+o1S07z/nYMVEe/pVXRAruW2+JwgXTbs9n66UtxPnGNQshAmBojCgPont/+/mJ827OopQ00OnVy/g2ZZVl3LXyLipVlSyYsIBts7ZpOj6JeYm08W/Do/0eNVql1Jb568xfDPx2IKvPrgZalq+UJEqFh1u3HTKmaQijcxBpEnl54p1mTuoeiP6bm1v9I6WM9Y90RSk5fQ9OpyeDQo1HZaxmnWSLcPy4/vP1+HExKRgXB5Mn1/07FQptBHR9hcHiYmHZAfpm2DLGuVx0mUpVJW4VouyauZFSX34pfgOmom4kYn1jeW/0e5RUlnDPn/dQpapqkEipsDC47z7xbFqwQJuCKGOY2iKldifv5njWcca2HqtXfCfGK4Yo7yh2JO7QjNF06RHagzm95jCnt3kpK7qi1Kwes+gR2oO/zvzFpgubLDofCUmUqos43rGjWMqilOVYzcH1gw8+4IMPPqBdu3Y88cQTtDUgjZeXl1Nerv9jdXR0xNnZuamaqcfevXDxopIJE9T4+KgtSm9TXdtYZUM5cYMiheHGgbQDeu3y9FQACvLyVGZ39ExhzXO/+debOZd9jsR5iXi71D4t+/XX4tzvu0/VIOmLtnDdh8UMA6Ak5B/gfhISVPWahbQEWzh/iaIimD5dQXq6ggcfVPPKK2pNOttvJ9dToapgYruJqNVqs0rV1oa1z71jYEf8XP3YkbSDqqoqjcASEKDg8mVQqep/jsaw5rkfOgSgpGtX4/fwy1tf5sTlE9za+Vamdpiq1842fm048/AZoO7tt+b5l1SUsCdlD/8m/8v4NuPp3RtAyd696ka95hLWPPeUFPH8DgtrmOe3pSiV8jyfOUiCUH0ipUAID5uujTkssVPw8qq/p5QcKWUe5y6LWTBfYjXrqkdKqdQqJi2dxO5D2ajVu3n9dahvN79TJ9izR6TwDaxH8PPKldpr3ZwncxqS1AIRduRcJmYHzBWfvbwsE6rn9J7D76d+J68sj+ySbIKDRYeurqKUt7dWQLvvPuEr9f338Mgjlh+vpVCbKPVV/FcAPNDnAb31CoWCWzvfSkZRBrmluQR7BOt93iW4CwsmLjC7HbqilIPSgY/Hfcyw74fx/KbnOTDngNnHkaiPKOXhISrwnTolbHDkboH5WEWUeuyxx2jVqhVKpZJffvmFxx57jN9++w2PaqEp3333HQslg59rTJ8+nVuslFe1cKE/4MPIkZdJTKxbbltysu0YKavVatZMXEM7n3Yk6oTPKBSBgBdnz6bj6lpTwa4rTX3uWcVZxKfH0yWgCzkZOeRgetoyIcGJ7dsj6datDD+/tAaNKLLmdQ9QBeDh6EEqWwA1Bw5k06FD04bB2cLv/rnnAjlzxotp0wp45pkretUxfjkkSmr28+mndy80BNY8916BvdicspktR7fQxle8XX18IkhMdOLSpUQaOxDIGue+a5d4foWGppOYWPP5pVaryc/PJ9Q9lGc7P9vg11sXa5x/iEqMzndf3E1iq0Q8PMDdPYY9e1QkJjZde6xx7ufPBwMeqNWpJCYar+rTWMTFmfYrlBE0VKRUZ52gVksm0Ly9IT3dvG1zcoRAIqUGyul7luFeGQY7n6VVp2GadZGRYhB77Jj4W6lQcj4jgxzPeDr1zmHGDCOVKSxAN4WmPqLUokXa/5dFKfNIzReilEOxZZFSlqJQKFh28zK8XbxxVDpqhOmsLMuOo1IJUUpXgHjsMfj4Y/joI1E0xZLqvS0JU6LUleIr/HriVyK8IpjQbkKNz98Z9Y7BiZySihKT1dEN4ecnIiSle3RozFB6hfUiPj2ewvLCWo3SqyOJUnW1AujcGS5dEmMMuVtgPlYRpbro1Gi+++67+euvvzh27Bj9++u75t9zzz3MnDlTb521IqWqqmD9egVubmpmzw7E0zPQov1VKhXJyclERUXZ1GxqrM7slURYmBipenqGERNT/++w1rlvPiwqaN3U6SZiajkRtRreeEOc90MPOdW6vbnYynW/pcstJCZXsMWpmLy8AGJi/Jvke23l/Jctg+XLlbRrp2bRIg88PbUCuFqtJrUsFR8XH27uezNODk4N8p22cO4zes4gwj+CiIgIYgLFbzo8XMH58wr8/GLMCpOvC9Y89/PnFSiVakaNCsPd3fA2n8d+zttlb5vlVVAXrHn+UeoovNd6czrvtOY51qePgu3bHXFxiWmQ6FdTWPPcc3PFM7xv3wiz/IVkrENDGJ1D/USp8+dFv662wWZ2toiSkgR8OX3PMvxVHWHTO3TRq8IloqV27FBw9aqS6GjIPzEIouO55ck9KJXj6/29DWF2fukSbNkiBrw5ObIoZS5SpJSyUIhS9b3PTeHvpu3Lqr2SQRlGZqYjarWai7kXOXn5pEFBRJerV4WJvW7ad2wsTJsmqriuWgVTpjRO++0dSZQy5Cm1+MhiyqvKub/X/TgqzZMbyqvKafNpG4bGDGXp1KVmWyg4Oor7VPce7RHSg4PpBzmWeYwBUQPMOo7E+fPinVJXQbVzZ1izRojisihlPlZL39PFWMfV2dnZaql61dm+Xcys3XILeHvXPbxAqVTalCgFolJBQXkBbfzFNIHU6SoqUjZo2GFTn/u68+sAmNB+gsnvzcgQFRbWrxfVyW6/vWHPG6x/3RdNXsTZs9C+QnS0lMqm9cqx5vlfuAAPPCBmu5ctU+DtreBizkWOZh5lcgdhXDF/yHwOpB3Axcmlwb/fmud+b697ubfXvXrrpDDn7GylxielsWjqcy8vF4OQ9u2lNGR9jmQcoXtodwB83BpJkdPBGtdeiZKeoT3ZlriNrOIsQj1D6ddPvMPi45VMnNhE7bDCuaeliY6ph4dtvWNl9GkIo3PQlt4Gy9P3pHYYM+gFMVmVk6MfQWFupJRCIY5fWSkGTC0VY9daiFJw5owz6emQvncQRH9CechuoOFEqfr4unz/vVg+/DC88YYsSpmLs4Mz7QPaw34xGm+sSCldNpzfwLRNN8Ptg1gTVITP20coKBc/vsvPXCbQ3XgggTEvwiefFKLUG2+IZ027do3VevtFigY1NMFZqaqkjX8bbu1yq9H9V55aycrTK/lqwle4O7mz6swq0grScHN0s9jTMyhIRCap1eL5OzBqIBdzL6JSW5bLn5MjnuODB1u0mx66ovgE05qojA5N3nMrKCjg33//pby8nIqKCpYsWUJ+fr5e9JQtIlXdM1XNyR45dfkUoe+H8uzGZzXrmoPReXlVORsTNhLsEUyf8D5Gt1u9WnSO1q+HAQPg338bd1bHmsTEiAf1hQvWbknTUVEhKmUWFMC770LbzoVMWTaF1p+05q4/7qKwXLhYTmg3gf8O/6+VW9s0SD5aly9btx2NwalT4pp3717zs38u/UOPBT14asNTTd+wJqZXmHB5P5R+CIC+fcX6A5ZbK9gNVVVi4siQyXlxRXHTN0jGKA2VvidV4APLI6V022GMoiLxPPHXCSyuzShdEqWk8vbmelc1V75PegnGPIWHl346rWR2fvKkM/PnKyBZ5NjtTtnVIN8bHi4GynUVpVQqIUo5OcGjj+qnBsmYZnbP2Zx+5DQOF2/A0bH+/mDm0C2kG84OTtBmA3k+O/F28ebGtjfywuAXahUlJFEqIkJ/ff/+MHy4qFzbvr1IA/3qKzkCUhdT6XvPDnqWc4+eo0NgB6P7rz+/nh+P/siuJHHff3PoGwDu63WfxW0JDBQV1KXK8ff2upctd29hUPQgi46TkCCW9fHelczOT5+u+zFaIk0uSlVWVvL5558zatQoxo4dy44dO/j444/xbAopvQ6oVOKB9NtvogN1ww3WblHD0j6wPT4uPuxM2qkxd65tJtAe2JG4g4LyAm5ocwNKRc2feXGxmP2aOFF0Il95RUQStGplhcY2Eb+dWYL7LQ+ScKHxzY5thRdfhH37xEzFY4/BD4d/4M8zf9I2oC1vjnhT89uwxypr5rLm7BpmrphJUp4oz6xrCNncOHxYLHv0qPnZ69tfB2Bsm7FN1h5r0Se8Dx0CO1BWVQZon2s2YO3WaFy+LISp6gOLz/Z9RsfPO5KSn2KdhsnUoKHS90A7I21JpFRtZuUS0uBTV5QC00bpkigleZG0dF+pXQWLodc3+Hrrh4tJZufffOPDsWMKJg+PJNonmn2p+6ioqqj39yoUIrolLa1u12DrVhF1MWkSBAeL30BzfGc2JoWF4l5piu5VmFcY++7fh99fmwn49jIpT6aw+vbVvDnyTYI9gkkvMG4ilyqyDQ1OaPz5J3z+OVx3nTDOf/BBIYDfdpt8b0PtRue1MSJuBABbLm4hMTeRDec30CmoEwMiLUu3g4br29bH5FxCStm7eLF+bWlpNLko5efnx48//sj27dvZsmULX331FR06GFdRrUFqqpghmTFDdHT69BEdjRkzwNXV2q1rWJQKJYOiB3G5+DJnr54FzJ9FtGW6hnTlyxu/NKi2nzolIge++ELkje/YAa++2vxD7JccW0JRx6/IdzzbImZ6Nm0S0VHh4fDdd6JjtDtlNwA/3vQjj/R7BHcnI6ZDzYj49HiWHlvKtkvbgJYpSqUVpLH14lY6B3VmdKvRTd2sJuf2rrdz6uFTTOkwBRBlrkGkKjdXqqdgqNQqnv77aR5d9yh5pXkk5jaeob2MZRQUgLt7w5gHjx4NLi7ayBtzMHfiTaq8Vz3N2dvbtKeUUin6FtCyoyoqqirIVadAbmyN9D0pOSIryxGlUs2bb8Lk9pMZ12YcuaW5DfL99UnhkwzOZ88Wy8BA8c5sgMK8zZ7VZ1ezPXE7BQVNk7on0ca/DVGVI8hOCaSqSrt+5oqZhH8QTlpBmsH9jKXvgXhWPPSQyKI4fRpeeEFEm//yixCsWjrGRKmE7AS+OfgNCdkJJve/PvZ6ALZc2sJ3h79DjZr7et5Xp4liQ33b9efX8/q21y2qqN0QolRAgPjtX7pU92O0RGTjhWq8+KKoDHLPPSJlr6ICpk4VIZsff2zt1jUOQ6KHALAzaSfQPNL3gj2CeaDPAwyO1k8K/vlnIUidPAkzZ4pBbH0qs9gT0sOf2H9aRArfW2+J5eLF2pfVnuQ9uDq60iO0h9Xa1dQMjRkKwPbE7UDzTt87ckQsq6fv/XriV9Soub3r7c06Ks4YISFClDW34pg9UFxRzJ+n/yQ5T4R/SbPdERFQWlnKbb/dxvt73ifKO4pds3dZHMIv03jk59ffT0riySfFs8yS2iTmTrxJolT1SClvb5Eiojvwlbh6VWwv7dOSoylSC1JRozIoSnl5QVycGCjeeacQkD654RN+v+V3gjyCGuT762p2npsLK1YIMX/MGLEuMBDKykT0j4xp7v7jbm7//XZNpFRTEhIihENdYaKdvzCD+jvhb4P7GEvfq0779vDmm7Bggfi7Pn5lzQVJlKp+f2+8sJH7V93P2nNrTe4f4hlCl+Au7Evdx4f/foizgzN3dr+zTm0xJEp9vPdjXv7nZU2mgDk0hCilUIhoqeRk4SsoYx6yKFWNnj2Ft9Arr8CuXeLH/fvvMHdu84uSkpCEmx1JOwD7F6UqqipqqOJlZSJd7/bbxQPi66/hxx/rHnJqj7QkUSorC7ZtE+H7I0eKdZmFmVzMvUif8D44O9hGAYWm4LqI63BSOrE9SYhSzTVSSq0WInNISE1/maXHlgIwo8uMpm+YlTiWeYwv9n9Bflk+jo5CjGxOotSX+79kyi9TiP4omp4LerLgzCugqMI/rJBRi0ex/ORyeoT24N/7/qVzcOfaDyjTZBQUNNxg1cHB8mNZmr5XPVLKWB9JrRaiVECA1kC9JYtSl3Ivif/JizF4jYYPBy+vKl55peHCjy7lXmLBgQWo1Ko6R0otWya8ae6+WxtBL03mNLf3ZkNTWllKdkk2YZ7hVFQ0baQUaNN4MzO168a1GQdoix9Vx1T6niGkAguyKCWeb15eNaNej2YeBYTXV22MiBUpfLd0uoU3R7xp0pTeFIb6tt1DxAzlkcwjZh9HEqWkFOy6EhsrJi5SZOcAs5FFqWpMmwa7d4t0roEDm39KF0Df8L64OLg0m0ipL/Z/QezHsWy6sAkQvgBDhoh0vbg4ITbef3/T5LnbEr3CeuGq8IK4rVxo5r5SK1YIP7jp07XrfFx9+PuOv3ll2CvWa5gVcHNyo29EX85ePUtmYWazjZRKThaDyOqpexdyLrA/bT/9I/sT59dyavN+eeBLHl77MAfTDwJi1j8rq/nM2h3LOgZAp6BOHMk4woHCP0HtQKsID9r4t2Fs67Fsn7WdcC8zRxoyTUJVlfB0tGZBEUvT9wxFSkHNPlJRkagAqitKteT0PY0oZSBSCuDLL9Xs2JGsF+W2/MRynt34rEXpNrrcsOQGHljzAEuPLa2zKPXdd2J5zz3adc11MqehkVLkgt1E2JE1IqVAX5TqE96HALcANiZspFJV8wUoRUqZWywhJkakH1sagdccycszPLkviUBdQ2rPqx4RNwJnB2e6h3bn6YFP17kthu5RSRSTRDJzOH9eHMtUZVZzkH2lLEcWpWRwcXThvTHv8f6Y91Gr1XYvSq05t4akvCQivCJISoJevWD/fmFqHh8PvXtbu4XWwVHpSM+AIeCZycGkM9ZuTqOyfLlY6opSro6ujG49mlGtRlmnUVZEStHdkbSj2XaujflJxfnGceD+A7w76t2mbpJV6RnaE0BPlFKrhTDVHEjIEV4Vu2bvIv2pdPpnChOYiAgFX0/8mlUzVuHl0kxLqdoxUr+iodL36oK56XvGIqWMRVpJJucBAdp9WnKkVGr+tRAUI6KUoyN4e+uLTwviF/C/3f+zKN1GFymdd+XplYSFiYGlJaLU8eOiOMqgQdCunXZ9c31vNjTSNQ9wEqJUU0dKBQeLpa4o5aB0YEzrMeSU5rA/dX+NfdLSxH7mVglUKkW01KVLLTudU602LEqp1CqOZR4j0jsSfzd/wzvrMK7NOHKfy+WRfo/Uqz0NIUoVFIjfTn1S9yQkX0FZlDIfWZSSAeCRfo8wucNkFAqFXYtSheWFbEvcRpxvHB0CO7BunZjtfOgh+OOPmp3LlsbI1tdDpQtnrjbfOqVZWfDPP6Ika2edrB1DM2QthaExQ3F1dCWtIK3Zdq6N+UkpFAp6h/dmSMyQpm+UFekV1guAQxmHAO0scHNJ4RsVN4pbO9+Kr6svIZ4hlF0S5xsRAc4Ozjg5OFm5hTKGkPoV1oyUMjd9z1iklLFIK11RSk7fg/lD5zNwWy6cu8Hs6z0wSph8Gku1qo38/+QT6B7ImrNrKCjPp1Mn8cwzN2JNipKSDM4lmut7s6FJLRCilJ+jiFC1VqRU9ckXYyl8FRVChDA3dU9CSuE7daourWweFBeLyNfqotSl3EsUlBdoUudqw8XRBTcnt3q3x1CKbfuA9jg7OJstSiVc82VvCFFKipSSzc7NRxalZPSw90ipTRc2UV5Vzo1tb0ShUHDunFg/aZKY3WjpPHP9A7h8mEtR/BRrN6XRWLmyZupeeVU5Qf8L4pblt1ivYVZkdKvR5D6Xy2PXPYa7uwg9b27pe4YipdIL0o1W3GnudAnugqPSUS9SCpqPKPXK9a+w7OZlmr/T0sQzXpopt1fefPNNxo4dy7Bhw7j11lvZvn27tZvUoEhCjjUjpcxN36stUqp6H0kWpWpSkusDlW5mR8zc0e0OHBQOvLnjTUoqSiz+PqVCyazusyirKmPlqZUWm53vFC4W3Hyz/npZlDIPKVLKW2GdSClD6XsAY1uP5akBTzGh3QS99ZmZIuLHUlGqPpUdmwuSyXn1NDdL/KQaEuke1e3bOjk40SmoE+eyz1FcUVzrMRrC5FxCjpSyHHmYLgNAlaqKcT+N4/ofrsfDQ/gt2aMotebsGgBubHcj0LAPmOaAt6sXrWNcSUw0XDmoOSCl7t2ioz8dyThCbmkujsoWYBJnACcHJ1wcXTR/S+WtmxOHD4Obm37KxYf/fkjkB5G1VoBpjrg4utA5qDOnr5ymuKK42YlS1UlLEwMSe/eBnDlzJqtWrWLbtm28/PLLvPTSS+Q2I2XDliKl6lN9D8yLlGrJnlLnrp4jt6gYT8+aRsjGaBfQjtk9Z5OSn8IX+7+w6Pve3vk2u5N3c3vX2wH49eSvFosHGRni2lUXTWVRyjwmtp/I4imLaessqv7aiigV4hnCe2Peo19EP731kp9UXUWpluwrJYlS1SOlxrQew5579zC75+yaOzUixu7RH6b8QNLjSbg51h6N1ZBjRjlSynLsvPsm01A4KB1IL0zneNZxCsrz8fT0tjtRSq1Ws/b8Wtyd3DWV5s6dE4MUS8pFN3ci2+RwsjSeo+d70LN93apc2CqXL8PWrTVT9/ak7AFgQOQAK7XM+hSUFbAzaSexvrEEBXUkKUmErjs1gyyn/Hy4cAH69dMOflRqFcuOL8PZwZlBUYOs20Ar0SusF0cyj3A08yhhYf2B5iFK7U/dz4pTK5jWaRp9wvtQViY6on36WLtl9SdWml5FpJ5WVlZy+fJlfKtNR5eXl1NeXq63ztHREWdzjVGshBjIKPH0VKNSqVGpVACaZVMgBspK8vJEG4yRna0AFPj4qNBtnrR/bq7+ejEYUuLnp7o2UFOSk2P6O6xx/k1BpaqSjp93hLEdCfn9qMF/A2Pn/tKQl/jx6I+8tfMtZveYjY9r7WWSz149y382/4eRcSPZMHMDv0z7hbGtx7J3hwpQcvy46esAImImI0NBXBw1thXCpJLLl2s/jrk0x2vfxq8NbfzasPLa4N7TU/8ekWiscxcpXEoyMoxfJ7VajeJapaPkZLF9eLhl17VDB7GfOb+r6jSX6y5EeyXe3vr/Bq4OrvQLF+KfoXNsrPP39ARHRwVXrujfv12CugDiutdWQOHcOfHMb9XK8O/WEry8wM9PwcWL2vY0l2tfF5RmpCvJopSMhsFRgzmaeZQ9yXvw8hprd6JUWVUZc3rNoaiiCFdHV1QqkR8cF2f/s+cNSU6Hj6HXf/nz6DJ6tr/V2s1pUAyl7oGOKBXVckWpvxP+5ublN/PcoOcIDHwbEDP75lacsWWOXrML0PWT2pW0i+T8ZKZ2nGrWoKY58tSAp3i478N0DelK1bVIqYwM67apIdieuJ23d71Nu4B29AnvoxHaLJ3ttlXefvttVq1aRVlZGYMGDaKNgWnb7777joULF+qtmz59OrfcYtspygkJ7kAIKlUuiYm5mvXJYnTYJOTnOwDRZGaWkJiYaXS7zMxwwIX8/ESKdTI/yss9gSASE3NITNSGSyUk+AJ+qFSXyc8vAWLJyiojMbF2Jbgpz78pSC1MpUpdhTI7BlfXChITU41ua+jcZ3WYRWJBImcuniHEPaTW7/vx5I8ADAgYQFJSEn09+pKdkY2PTx4QTXx8KYmJph9++flKystj8PUtqbFtWZkjEEViYjGJiQ1bLaK5XXuAS5fEPVJern+PVKehz72iAiCOlJRyEhP1U/ezirN4YucTRHhE8O4gUfjk+HEvIBAXl6skJlo26HFzi+Ho0SoSE1Pq1FZ7v+7nzrkBoUAeiYnakNCyqjJcHFyM7ifRGOfv5xdFZqaCxET9QgkqtYr88nx8XXxN7n/iRCjghotLMomJ9ReOwsPDOXnSmbNnE3HR+Sex92tfF+Liaq9+LQ/VZTQMiRnCFwe+YGfSTry8xtpdyKGroyuvXP+K5u+UFCgrg7ZtrdgoG6SLfy/2l8L+1INA8xKlfv1VLGuIUsl7cHN0M9t4sTkiGX3vTNpJ3DVDyMuXm4coZchPaumxpQDc3uX2Jm+PrdA5WBsu2JzS96TKe639WwOQem28GxFhrRY1LM8//zzPPPMM8fHxJCQkaGb1dbnnnnuYOXOm3jp7iJRydRXLqCgfYmJ8UKlUJCcnExUVZdZMakMgeURVVbkRYyKMurBQgbe3mtat9beR+tZOTn7ExGgNp6qqxHXq0CGI9u3ByUlNcbGLye+wxvk3BYmJiQCocmIJCHAy+G9g6tw/jf4UpcL8f49/t/8LwB397iAmQHxXpaqSFMU+fH2juHDB1eR1ADh9rf5LTEzNbaXfTEmJe63HMZfmeO3HLhmLm6MbY13/ACA6Wv8ekWjMc/f3V5Ob61zjOoVXhXNi1QnO5Z8jKjoKpUJJWZm4Z7t08cc9sAo3Jzc8nc3LOezcWcGBA04EBMRYlKbYXK67JLJER3sTEyPyXYvKi/D/nz8T2k7g91t+N7hfY55/SIiCU6cgKipG4yOcU5JDzMcx9A3vy+a7NpvcPyVFga+vmu7dozDw2rWYdu0UnDihQKGIISam+Vz7xkIWpWQ0SFVP9qbuxctLCDr2nN4jmZzLflL69I/pzXdn4HRevLWb0qBIqXsdOuin7qUVpJGYl8jQmKEtuiJXsEcwwR7BnMs+R99m5o9RXZSqqKpg+cnleDl7Mb7teGs1y2YoKi8iLMwDaF6iVBt/8XCvqy+ILePg4EC/fv34+eefiYqKYvDgwXqfOzs727wAZQiphLqPjxKlEpLzknl217N8MukTwrzDmqQNWk8oBUql8ZFHTo4QI6pvI3moFBQo9QqoSB5UQUFKHBzEvrm5Nfc3hFKpbFaDlKT8a5EKubF4e5v+dzZ07kody9urxVcJcA8wun9eaR7bk7bTLqAd7YPaa9bftOwm1p5bS68+5zi4qQ25uYoa/mC6SAbJoaE12+vjI/rCV66YPpe60FyuvVqtZkfiDmJ8YxhUJM7H21tpsshQY5x7SIjwBlIoFHrCgovShdGtRvP7qd85lHGIvhF9Ne+OePX3TPtoLje0uYG/Zvxl1vd07gwHDsCZM0r69rW8nfZ+3aVsGj8/7TU+eeUklapKfN18az23xjj/wEDhl1tQoNAIyQEeAXg4e3A06+i134Th+7e4WExw9ekDDg4Nc49LExiJiUraax9Ndn/tGwv5X0RGQ5R3FD4uPpy4fMIuK/DNXDGTl7a8pPlbMqyTI6X06dUmHAqDSak6WGt+tT2hm7qn+84pqyzjru53MaX9FKu1zVaI9okmqygLnwBR1ai5iVJdu4rlpgubuFpylakdpzZIqWF7ZsyPYwh4NwAH53J8fJqJKJWdgJujG2GeQsRobpFSulRVVZGSUrf0EFukutH5bb/fxm8JvzF/6/wma4NSKb7fVPW9qirhf2VIxDDH6ByEYXYz8qi3iEu5l8T/5MbWy9T+la2vEPVhFOezzxvdZuOFjVSqKpnQVr+y2tjWYwFQdvsZqN2UWkptNhQ9rFA0zwIhDUl2STZlVWWEe4VrxGdrFDQICRET6oaKDIxrMw6A9efXA5CapoJRz/Ha4XupVFWy9txacktzzfqeTp3EsqVW4DNkdK6pvBfctJX3JIKuZQFUv0+7h3QnuySb1ALjacQXLohlQwYyyGbnliGLUjIaFAoF49uOp19EPzy8hYGqvYhSeaV5LD22lE0XN2nWyZFShomLU0B6L8odcrQdx2aAVHWveupenF8cP0z5gScGPNH0jbIxon2iAXDwF4Nc3dK59kplJRw/Lu5zqQM8qtUo1ty+hsf7P27VttkCAe4BlFWVcfLyScLCxMDLnrXoSlUliXmJtPJrpZnxbC6RUoWFhaxfv57i4mIqKyvZtGkTBw4coGfPntZuWoMhCTne3iKy4t9UkXZlarDQGHh5me7fSGKSX83MI6PV+wyJUiUlIuq8pZGYK9L3RKRU3Y8T6R1JSWUJL2550eg2e1P2AtqqyxK3dr4VpUJJku8SQF2reCCJUiFGLKwCA8U1boEexWYh3cMRXhEaUaqpq++B8Qp8oCNKJayntLKUvTHTYfC7RHhFcFuX2xjfdjzZJdlmfY+llR2bG9Iz0qAoFWIdUcpYBT6pPVL7DNEY1dqluiUXLzbcMZszsiglo8fSaUtZeetKfL1EWoC9iFLHso4B0DW4q2adHCllGH9/cLrSG4CD6Qet3JqG4coVkbrXvj106WLt1tgu0d5ClKryFKkVzWHW98wZMejT9ZNycnBifNvx9AjtYWy3FkPPUCFoHEw/SGgolJdr04zskaS8JCpVlRo/KWg+ohTAypUrGT9+PCNHjuT777/njTfeoL1u3L+doxspJb23AU5fOd2k7fD2Nh0pJd0jhiKlJPHbUKSUh4fWa0UqmNgSo6XGtRnH1MiHIbt1vUSpe3reQ7uAdvxy4hfi0wxbDvxvzP84+8hZBkfrp7iGeIYwqtUoslRnIPQwCQmmv0sSMYz5LAYGCkGqJV5Pc0grEA/iCK8IzX1uDVEqOFgsDYlSkd6RdAnuwr8p/1JUXkRpKThd6cW++/fx87Sf+WvGX7Tya2XW90iiVG0ReM0Vg5FSWbIopYsUKSWLUuYhe0rJGMTe0vcMqfPnzomqew3kSdlsUCggpvAWLqzszHXzBlm7OQ3CypUi3aJ66l55VTn3r7qfca3HMaPrDOs10Ea4s/udDIkZglOauE+aQ6RUdT+pk5dPEuUdhZeLFfIGbJBeYb0AOJR+SM/sPMC4RYtNE+cbR9bTWRRXaMuhNZf0PU9PTxYsWGDtZjQquqKUGgXTO02HcnjvxveatB3e3kLMLi8HQ9ZcUuqPqUgpQ6KU7n0l7Zubazz6prkyvfN0PJOms6K0filcjkpH3hzxJtOXT+euP+5i+6ztBv2l2gYYnn2c2XUmfyf8DV2XkppqOuLQnEgpEANeU95ULZXUfPEgDvcKJ9HK6XsAWUaKJN7W+TZOXjnJlfxCKn75kT591YR7eVj8PdHR4O7eciOlqotSarWaIxlHCPMMI8gjyCptku7R6n1ba0dKyel75iFHSsnokV+Wz7cHvyXNV1RNMDWTaEtUF6VUKkhIECq1oyy91qCDXzdUR2agym8Gpdcwnrp3KP0Qi48sZu35tU3fKBukV1gvpnacSptw0WFoDpFSkijVvbvoFM34fQYRH0SYHYLf3NFESmUcbBYV+BQKBUEeQcT4amcb0tJEdIohAUHGttBN3+sa0pVl05bxzsB3iPSObNJ21DbxZipSSor+0N23slIM0nRFqZYcKQX617o+TOs4jTu73cnJyycZv3Q8heWFms/2JO8x6Tc1pcMUXB1cocsvpKSazls2J1IKmsd7szFQKBRE+0QT7RNt1UgpU+l7APOHzmfJ1CU4FsVAhTtRIVpBan/qfh5c/aBJ8UJCqRS+UomJ2gIOLQlJlJKec6WVpczsOpPbu1qv4rGxe7RjYEdmdJnBqFajjO7bGKKUh4fwuZIjpcxDFqVk9CirLOO+VfdxxOVTwH4ipaqn76WkiFlQOXXPMNo8Z7Xdm52XlsK2bdCqldboWmJPyh4ABkQOsELLbBdjZpD2yJEjYtmjh6gcejTzKP0j++PvJk9lg/CUivaJ5kjGEUJCqwD7FqVySnKoqKrQ/K1Wi0ipiAgapISzTONS3ehcQqVWmW0w3BAYi3aSMBUpZcgoXRKxDIlShgyXmzOZhZncseIONmT8CNRflFIoFHw76VsmtZ+Ek9KJSlWl5rOH1z5Mu0/bcaXY8MvM28Wbn29ehuvSXaSmmH5ASJFSUvpXdZrTe7MxmN1zNomPJ3JTx5usbnQOxkUpCSntWzfC9kjmEb6K/4o/Tv9h1ndJKXynTlnWxuZA9UgpNyc3Pr/xc94b07RRr7oYE6VcHF1YOm0ps3vONrrv+fNCRDV2/9eVuDgRtVdcXPu2LR1ZlJLRI8gjiCD3IC4rjgNquxGl8krziPKOws9N9CBlk3PTxMYCI15k0vZQUvLtu7LTgQMiBWPIkJqD0t3JuwFZlJIoLC9k4LcDefSf21Eo7D99T60WkVIBAaJj+dWBrwCY23uudRtmY9zV7S7u73U/AaGi6qI0+LJHZv81G7c33biYI6YeCwqgqKh5+Em1BCQh569LPzHrj1mcunyKzOJMAv8XyB0r7miydtQmSpmKlIKaolR1k3NouZFS57LPseTYEs4UCRP7hhAmnByc+OXmX9hwxwZ8XX0BkS52KOMQfSP6EugeaHTfKR0mE+UdRWqq6SIPmZni+jk5Gf7cWGqQTE2ksYOH5Vlx9cZcUUpK+9Z9d4xvOx6AtefMi65vyRX4cnNFn9sa0XDGqGs0Y1kZJCWJMWNdJrdKKkqMfian8JmPLErJ1KBLcBeK1FfBM9NuRKnjDx3nzCNnNH/LJuemiY0FlJXkq7KITzdsHmov7NolloMH1/xsT8oePJw86BrSteaHLRAPJw8OZRwiPv0A/v72P+Obni4GCN27Q25pDr+c+IVQz1AmtZ9k7abZFK+PeJ0Px31IXIToPdpzpFRCdgJq1ER4i+nt5uIn1VIoKAA3N/j5xE/8cOQHKlWVBLuJqekDaQeaLHLX3PQ9KVKqvKqcJ9Y/wZ5kEX3r7a2/ryFRStdTqiUhVfV1LxcptvWNlJJwdXTFw1moHEczjzLt12kATGg7odZ9wyPUlPodJDXLcLiCSiVEDGOpeyCn75lCrVbz87GfOZEl1JnCQuG35ODQ9G0xZXSui6ECGeFe4fQI7cG+1H1cLqpdfaytAt/jj8Orr9Z6GLskL0/c28prSsJH/37EG9vf0EuvbWpM3aOH0g8xd9Vcg4LjxYtCsK5LIMPC+IV4/Z8X3x781uDnstm5+ciilEwNugRfK18WdMJuRCkQoaMScqSUaWJjgXRhgGzvFfgkUWpQNc/2lPwUUvJT6BvRF0elbCwGWs+HpLwkAoPUXL5seubY1pGqKXXoAD8e/ZHSylJm95iNk4ORqe4Wjr17SqnVai7kXCDaJxpnB+FO3Zwq77UECgrAMyCfLRe3EOcbR5fgLigUCvqE9yGzKLPJInfNTd+TIqUWHVrER3s/YuTikZr9y8rEf2A6Uqqlpe9JopRzSSzQcKKUhFqt5sE1D7I3dS8AE9rVLkrldnkL5vbmxwMrDX6enS18wUwZ0suilHFS8lO4fcXtPPX3U4AQpawVQVOb0bmEsXfH+DbjUaNm/fn1tX6XKVFq7174+GP44AP77mcZIy9Pv/LegvgFvLbtNc272RqYukczizL5+uDXbLqwqcZn9fGT+uLAF1Spq7h/1f38dPSnGp/LkVLmI4tSMjXQiFLBx+1ClDqWeYzDGYf1fEbkSCnTxMYCab0B+xal1GrYvRt8Yi9yTrGaHYk7OJZ5jPyyfM5ePYuro6uculeNaJ9oyqrK8Am7THm5fRt0SuJKeDgsObYEBQru732/dRtlg1SpqvjvP/9lQcLzgP2KUplFmRRVFNHar7VmnSFfEBnbJT8fHNptoEJVweT2k1Fcy5XoE9YHgP1p+5ukHZam7225uAWAkkqRplE90kpO39OSmJsIgGNBLNDwvkIKhYJfbv6FON842ge0p0doj1r36eE5DoDlZ38w+HltJucgi1KmOHn5JACdgkQ+W0GBdfykQERienmZn75X/d1xY7sbAcwqkBMdLVIUT56s+dmHH4plQYH2+dBcUKvFs1N6xpVUlHD26lk6BXWyqijl7i7+M3SPSoWwjmQeqfFZXUWp7JJsskuyaePfBldHV+7+426Wn1iut40cKWU+cviATA06B12T/u1ElHpjxxv8euJXjj5wVJOmde6cqLoXE1PLzi0Uf3/wqGhFcbmPXafvnTkjXvbu949i8i8XNOuXTF3C7V1vJ+/5PEorS63YQtsj2jsaAPewJCCYy5et13msL5I3UmgobLpjE9sStxHrG2vVNtkiDkoHvj30Ldkl2bi4vUl6uhVyKhqAhGwRGqcrShnyBZGxTaqqhP+Xc9yfAHpptn3Cr4lSqfuZ2nFqo7eltvQ9XaNztVpNYl6i5rPSylK8vV0BMTALDJTT93S5lHdJ/E9uw6bv6RLpHcnxh46jVqs1wqYpeoX14ocznTnMJlLyU2pUe9R9lxhDFqWMoytKqVTiPrem11BICBoPMWM/D2ORUtdFXEeAW4BZFXyVSujYUXib6kaHJSbCb79pt7twQfv7aQ4UFoqUVylS6sTlE6jUKo3wY00CAw3fo2GeYQS4BXAk40iN50ZdRSl/N38uzrvIleIrHM08yoSlE3h9++vc1PEmTYaGJErJkVK1I0dKydSgZ1hPFg/dDX+/b3VRqrQU7roL1pqYsDiaeRQnpRPtA9sD4kGZkCAeBI6y7GoQhQLiYhWoU3uRUZhBeoF9hk7s2gV4plPseoHWfq15pO8j3NntTtoFtAPA2cEZb5dG6BHbMdE+QpRyDBCDLHvuYEsRP2Fh4OXiZVYaR0ulX0Q/iiqKCGh/ym4jpRJyrolS/jUjpWRRyvYpLASUFRSErsHP1Y8hMUM0n0mi1IH0A03SFksipRQKBXvv28vIuJGEeoaSmp+q2V+OlKpJWkEaro6ulOUIc5/GEKUA3J3cNR5TtREZqYDDd6NGbTDFRoqqkdP36oYkSnUO6kxxsRCDrC1KlZSYjgRPSxNRVbopaCAmcS49fokNd2ww67ukFD7daKlPPxUivDQxLlkNNBekZ5r0b3c08yiAzYhSOTlQUaG/XqFQ0C2kG1dLrnLDkhs0/mcAu6+sBsfSOqXvKRVKgj2CGdVqFGtnrmXjnRv1LEOiRZdbjpQyA1mUkqmBu5M7g2MHQJm31UWpDRvgxx+1YbDVkUJGOwZ11ISMpqQInwfZT8o0sbHAhVEMjxxPQbkdhMQZYNcuIOwQAJPbT+bT8Z+y+KbFmgGOTE3aBrSlQ2AHvK4NFOy5g52eDrhd5bxyDVWqKms3x6bpG94XALfW+ykstM+0zVZ+rbiv5316Kbmy0bn9UFAAeGThXdqdyR0m63Xco7yjmNVjFpPbT26StpjjKeXgoD+wXjdzHelPpdPav7Um0kraX/aU0nLswWMkPZ5EYYGIRLCFSNzISODoHSjUSn448kMNQ31zIqXc3ESqlj2/MxuLk1eEItMxqKPm3WLN616b2blaLd4dERGGI6k8nc1X1KqLUvn5sHChEGzmzxfrLlwwvK+9kpcnlrYqSoF2YkGXaR2noUDBhoQNVKoqNeuPxM1COWMawSHm9yOPZBzhqwNf6UXUjYgbQYinULaT8pI4kHYAV1cxaSaLUrUji1IyBvHyAhxLyCsst2o7Nm4Uy4MHDRsFnrpyqkbIqGRyLvtJmSY2FtjxAq+0WaOJLLI3du4EB498wj0j6BXWy9rNsQtu73o7px4+xZAAUbnInstbZ2QAPb5n3t4JvLf7PWs3x6bpF9EPAFX4PsA+faUGRw9m4aSFehE2cqSU/VBQABREMC79HxZNWqT3mUKh4LvJ3/FIv0eapC3VI52qk50toqRU6io+2fsJF3Mu6hVQqC5qyZFSWpQKJUEeQeTni/Qmd3drt+iaaF0YRkDeGE5fOV3DV0YSpUxFSoHx1KCWjFqt5uTlk4R7hePr6qu5p6wdKQXGzc7z8kQklan3xoG0A3y+7/Nav6uTsNHSmJ1/+614LsyZIyoDQ/MXpc5ePQtA95DuVmqRFlMRjQ/3e5jSF0tJfTKVjkEdASgrV6HKi0DVei3PbX7G7O9ZEL+AB9c8aNA4Pb0gnaHfDeWL/V8AYryVk6P9d9PlrzN/MXPFTIrKi8z+7uaKLErJGOTL4/8HL3iS6rLZqu2QRKnsbJGjXR2NOh+sFaXqU0WhJWHvFSGysoQA2c/tNlKfSmFG1xnWbpJd0RxSEdLS1dD7a5QKJbd3vd3azbFpeof3RoGCQm/7FaUMkZoqBv+2MPCVMY0k4Hh5YZYPUGNSPdKpOjk5whNqZ9JO5q2fx/wt81GpVRzPOs7OpJ1mpe85O4vfZUsSpfLL8knKS6JSVUl+vhDvrHypASFSKJXgG/8GB+ccrDF4zswElJV8mnInfb7uQ3mV4QnZwEBxPaunBrVk1KhZccsKPh8vBBxbiJSSRCljkVLmTGY8uu5RHln3SK0VQTt3Bq77hN0X48kvKealA/fi4JfCY49B62uZ5s1VlJKE9zW3r+HivIuaKCFrUlvf1tnBmXCvcE12TXKSEhb/jVt5NB/++yEL4xfW+h0VVRX8euJXvJy9mNhuYo3PlQoliXmJmt+OKV+pu/+4m6XHlvLC5hdq/d7mjixKyRgk2jcclCpynY5brQ1JSXD2rPbvgwaKxEmilGRwDnKklLlIotTaSyt49Z9XrdmUOrF7t1gOGiSWSoX8ODOXfy79Q4LjKsC+I6VSKo5A4FnGtRlHlE+UtZtj03i7eNMhsANlTpmgrNREBtgTj659lE/2fqL5W6US4pocJWUfnMg8DaOfpczHcL8iJT+Fh9Y8pHeNGwtT6XslJcLP0t8fVpxaAcDUjlNRq9X0XdiXe/68x2D6noNDTX8aX9+Wlb63+uxqYj6K4X+7/kdBQeP5SVmKo6PwHsw+0ZueYT1riKIZGcD4R1iT8hPx6fEGox9AO+BtbtXU6oNSoWR43HCmdJgCYFORUrWJUqbSvse3GQ/AunPrTH5XpdcFGPc4+6JnMO+HhRS1W4TrQ0Mo97iAv7+4B5qbp1T1SCmFQmEzRWaCgsTS3AnXc+eAohBuqVyFh5MHD619iK0Xt5rcZ0PCBq6WXGVqx6m4ObnVbINHEE5KJ40oZSoIwM1R7P/1wa/JLKylZGQzRx7FyRikc7BIki50t54otelan0AKfzUkSs3qMYvPbvhMz0NIipSSRSnTSA/JbaUf8d9t/yWryEics42yaxfgkk9Fp580VblkzOO2327jk0v3AvYbKVVRATmOwsRhYORAK7fGPtg1excfRCaDytHuIqXyy/L5bP9nLDu+TLPuyhWorJT9pOyFTWm/waD/cdVjl8HPnR2c+fLAlyw/udzg5w2JqfQ9SUTy9VOz8vRKXBxcGNdmHA5KBzoEdiAhOwFXzxJAX5QSpuj6x/L1FZE1huwHmiOJuSKkPdonhvx82/CTkoiIEFH3JSVCAD195bTms8xMUBy7g1a+rQCM/gabQ4RxY2MPkVLmVG0d31aIUmvPm6i0BHxx4DNQqKncOY/4Lx+Ffx+jyOkSQ74bwukrp2jVSut121zQNTqvqKogNT+ViirbCB+09B6VxpbDO3Vj6bSlVKmqmL58OnmlBnLtrrHk2BIAZnadafBzpUJJuFc4qQXih2YqUurV61/F1dGV0spSuwwQaEhkUUrGIB0DO4JaQamRGc2mQErde+45sYyPr7lNt5BuPNzvYQLdtbVWz50Ts2JS1QsZw0iilOMV4cV0MN2A6mfD7NoFhO/n46Q7+fBfI074MgaJ8Y0hp/wyOJbYbaRUVhYQcAaADoEdrNsYO8HPzY/wcDFqtjdRShKedSvvmTOwkLEdjuXtAKCH5ziDnwd7BBPtE83B9IN6JrQSH+75kDe3v9kgbTGVvqcxyA2LJzk/mbFtxmqMjzsHdUaNmnxnIWgUFAjB6epV/dQ9CT8/IZwWFzdIs22exDwhSoW5xVBZaTuRUqAVr7ccP0b0h9E8u/FZAFRqFRkZEFw6mFOPnMLX1Zc/Tv9hMIVPFqVq8ti6x+j2ZTfOXBHvY0mUsmakVG1G5+ak7/UM60moZygbEzZyuchwRym/LJ9vDn6DU5UPHLmbY0eVDCn+iPlD5pNWkMbQ74fi3+kQarVhCxJ7RTdS6nz2eSI/jOTOlXdat1HXsPQe3bNHLAcMgEntJ/Hh2A/5asJX+Lj6GNy+oKyAP0//SahnKCPiRhg9bqR3JPll+RSUFWhEqYsXa+Yyz+k9h+xns4n0jiQhJ6FFF+2RRSkZg3g4e+Bc1AqV/ykqq5r+BlGpYPNm0aG5+WbRsYuPr322UaUSYbJxcUKYkjGOv7/oNJRd6A3UFKVKS+Gmm2DJEmu0zjQlJXDgAAR2E23uGdrTyi2yL6J9rtWo9Um22851ejoQKDrB7QPbW7cxdoJarabSOwEi99ifKJUjRKk2flqzQHNSMGRshysVKVDlSLSJVNs+4X0orijWi2IBUWn3yb+f5MWtL+qV8q4rbm4i3c6UKHU58FrqXoepms86B4ko8ixEG/LzxSC8osKwKNXSzM4lUcrfQcwK2pIoFRkplh5FXWjl14q159Yyf/N8Ji6dRFZOCSEhIlpvSocp5JbmsvlCTU9VWZSqyaGMQxzLOkaQh8ibsqX0PWNG5+a8O5QKJXN6zaGooohH1hkuwPD94e8pKC9ggMv9UC5O+KknFbwx4g3+b+T/caX4CkfbCLGmOflK6YpSmUVC+Qv1NFG6sgmx5B5Vq4UoFRCgza6Z138eN3e6GYDSylIu5OhfuONZx3FycOK2zrfhoHQweuwIb/HjSi1IrdXD183JjX337WPDHRtMHrO5I4tSMkbxLO4CTiWcymj6OpZHjwqvm+HDwckJevcWf0svEoCtF7fS5Ysu/HD4B806KURWNjmvHYVCREtlnxSRUvHp+qFoW7bAH3/Axx83fdtq48ABMQjwbncIQK68ZyHR3kKUcgpMstvOdXo6sPktbq5cSVt/OVfXHMqrypm2pSNMmWV/opQcKWX35FalQmEYPt7Gu559w/sCsD91v956Nyc3vp7wNQCf7vu03m1RKIRgYip9L9NtGw4KBya21xrZdgoSpbbSK7WilCGTcwlJlGopvlKJuYk4Kh1xqwwDbC99DyAtTcHd3e+mSl3FWzvfYk/yHtReyYReG1M/3Pdhlk5dyuDowTWOIYtS+qjVak5knSDUMxR/N3+g+aTvAbww5AW6BnflSvEViiv0wx2rVKIyp1Kh5J5OQrRq0wYmXntcPD/4eW7pfAsxbl1AobLYV6qsDPr2hddft2y/pkDX6DyjUBhUhnhY3+QcLLtHz54VkxD9+xsuyPDM38/Q/avu/HjkR826AVEDyHgqg5eGvWTy2ONaj+Phvg/j6uhKVJQotFBdlIpPi+e2327jz9N/EuYVpvG6U7eUfO9qWEWUysnJYd68eQwePJipU6eyb98+azRDphbCCibC/gcpKWp61VZK3Rs9Wix7XdMcdFP4DmUc4sTlE1SotHnMssm5ZcTGgiqrPa4ObjUipaRrcPiwiJqyJXZdsyQp9jmIk9JJ44EmYx5SpJRnRJLdpu+lpwM5rbg+dAouji7Wbo5d4OLoIqpOBZ4l5UqutZtjEVKkVGs/rShlTgqGjG1QVF5EKXmQH2EyekYjSqUJUUqtVmtSZ+7sfieB7oH8ePRHckrqr/J4eZmOlHrCdxv779+vGWyD1m8zqdQyUaolREqp1WqS8pKI8o6iqFD0G20pUkoSpVJS4K7ud6FAgaezJ5/0XwdX22mEjD7hfZjRdQZeLjVVFUtNlJs7WUVZ5JTmaMRasI1IKS8vcHWtX/oeiHfmprs2sfHOjbg76Zd4zSzKJMA9gKkdp3LL2BimTYPPPhPig8QvN//CW72WgVppcaTUpUtiAvaHH2rdtMnRi5QqtM1IKXP6trqpe4ZoH9ieiqoK7vrjLu5YcQf5ZeKF4ebkpvdeMMQ9Pe/hs/GfEesbi5OTiNS8dEk/4+fE5RP8cuIXzmcLM+QqVRUvbnmRkYtHtkhhyiqi1DvvvENAQACbNm1i3rx5/Oc//yEvz7ihmIx16FhyL6z5Aj9FXJN/tzFRStfsXKq81y2km2adZHIuR0qZR2wsoHKktUcPLuVe0uvoS9egogIOHbJK84yyaxfgXEhm5Vm6hnTVlHaVMQ9JlHIJTiQnR3ie2Bvp6eKFHWob/SC7oW+EGPSnqA9YuSWWcSn3EmA4UkpO37N9JMNXCiJMRlD0Du+Ng8KBnFLxLvr5+M+0+bQNf535C1dHV+b2nktxRTGLDi2qd5u8vYWoVL3vL4lMgf6O9AzTTw2P843jo7EfMa+PMLssKDAtSvn5iWVLEKUqVZU8N+g5HujzgEaYsCVRSkrfS00VvoprZ65l1+xdBJf3A2q+SyqqKsguydZbV1sUxtixMGVKAzbaxjlxWYiznQK1opQtREopFCJaypQo5ecn0nhrI9gjWFPdOSkvSSMWhHuFs/e+vfww5Qfc3eG338T1r04r4Z1vsSgltT0hQcfnzkbQNTqX0vdCPG0jUkp6DpsjHNcmSj3S7xH23b+PTkGdWHJsCT5v+zB/83zKKi13rY+Lg4ICBbm5WulFqs4X6S0eTg5KB/al7mPrpa1NUvDD1mhy153i4mL++ecf/vzzT1xdXRk2bBitW7dm27ZtTJo0SW/b8vJyysv1jQYdHR1xdra/AahKpdJb2gOengpAQV6eivo029JzLy2FHTsUREdD69ZqVCro0QNASXy8GpVKvBCOZR5DgYKOAR01xz57VrS5dev6tbmhsPXrLszglcz0WMT9cwLxcfFBpVKRlgYnTmgfnP/+q+K66yw/fmOcv0oFu3cr8G53mHzU9AztaZP/vrZ87fuG92XxlMV89XIfMoDLl1WaWeKGoCnOff/VTfDs7Wwve5GbVI812vfUBVu+9lKl0gLP/ZSWjqChX6eNde6rZ6wmOS+ZANcAzbFTU8XzPjTUNp73SqXsiGCMNv5tuPlSOr+tr8TrRePb+br6UvCfAtyc3EjJT+HhtQ9TUlGiKTf+QJ8HeHvn23y2/zMe7/94vfw3vL2hqkr0OXQHp//+C7RbRXS7IYCv3j4OSgfm9Z+nMS6X0/e0ODk4aVJaVq0S62wxfS9FjAMZ10YY7h8W2Ud6otSxzGNc/8P1TGk/hW8nf6tZb0qUunIF/v4bnJ1FP6UlPA5OXhYVcG0tUgqEKJWYKO5vV1ftepVKRFq3t9CKcumxpcz+czaLJi/i9q63a9ZXj6DSJbMwk/VXVqBoG8eFC4YLPBgjI0P7//Hx2kl6W0A3UsrW0vecnES7zBWllEro18/4Nt1CurH//v08teEpvor/ird2vsXsnrP1JsgMkVmYyaf7PqVdQDvu6n4XsbGwbRskJzteG9PWFKUA3h39Lr0W9OI/m//DlA5TWtSke5OLUklJSbi7uxOiMwJq06YNFwxIyN999x0LFy7UWzd9+nRuueWWRm9nY5GcnGztJliAPwz+kld3X+LTgOfqfTRzz33XLldKS8O47roCkpLEU8XRETw9Y9i/X0ViYjKVqkqOZx0n2iuaK+lXuILY7tixYMADN7dUEhNtJ/zDVq+7u7s7EELmyRAKsnIpQPQmVqzwBIIYPryYrVvd2bKlmClT6p7n1ZDnf/68E9nZkQzv0477xizBx9mHRBsua2Kr136w92B+Q+QiHD2aRrt2DV/OtzHP/XzeUQi4iqOi2Gavvy1e+0iudX4i9nHgQAoREY1TyKIxzl2JkqT8JM3fiYnhKBTOlJUl2kRlo7i4po8qtheUCiUVOaGQX7tQ4ebkhlqtZvafs8ktzeXtkW9rIqIjvSN5tN+jhHiGUKGqqJcopVuBTxKlqqpg4/5LMHsSL50czI7+Owy3UccoXU7fq4mUFmlLkVKSKCVFWEpIg3/diZl2Ae2oUlXxx5k/+KrqK5wcnADTqUGSvUR5uRA9WkIEp7eLN33D+9I9tLtmnS1ESoG2Al9WFkRHa9dfviyiwy1N++4a3BWVWsUjax9h84XNRPlE8fTApzWVOQ2RWZTJoxsewmPADC6sGFdrsSZddEWp/fttT5RycAAPDxgeOxwHhYO2gI4NEBRUe4Xh/Hw4fhy6d69dQHV3cufLCV8yrdM08krzahWkQJikv7njTSa2m8hd3e/SVOBLSdFKL4ZEqR6hPbiz+50sPrKYn4/9zN097q71u5oLTS5KlZSU4OHhobfOw8PDYPrePffcw8yZM/XW2XOkVHJyMlFRUXYzmxoergCPxazPOUdY5Ed1VmstPfevvhJGb1OmeBATo/2t9O6tYNs2R1xcYih2OEW5qpxeEb2IEeE+gJg5d3RUM2hQhE1U37P1695XZPKQm+tLWKQb6QXpxPjGcOiQuAYvvODKnj1qTpzwICbG+GyQMRrj/KW0wrEjArntutsa5JiNga1fe4DYWHGdnZ3D0bmN6k1TnHuOUhRgGNnjOr1ngC1gy9c+MioSpz88qYjYj6NjZINed2iccy+uKCavNI9Qz1CNESjA5csKQkKgdWvbuv4yNSkqL+LseRccHR1rHQyWVpZy71/3svHCRgZGDeTpgU/rff7huA8bpE2SYJKfrxUkDh6E/PA/AFEe3BCrzqzilX9ewbX3cxRk3Cqn713jj9N/sPbcWh7u+zAFBUKksCVRyt1dXI/qopSUJqUbKeXi6MKk9pP48eiPbL20lTGtxwCiajEYjsLYr+PNf/FiyxCl7up+F3d1v0tvnSRK2UKkFIjrqytK1dWLsGtIV169/lXmb5nPosOLCPUM5YUhL5jcp61/WxQoUASdprBQCGKSsFkbuqmHB2ws2z4vT0QjKRTC6+/O7ndau0l6BAYKO5eSEuMpmvv2idRtY6l7hhjVapTZ24Z5haFAoUld14pSTpptUvJTUKAgzCtMb9/7et7H4iOL2Zm0UxalGhM3NzeKior01hUVFV2L2NDH2dnZLgUoUyiVSpsbpBjD2xs415mqoFMk5CTU20za3HPftEksR49W6oU/9+olQh+PHFES2K2YfhH96B/ZX3NMlUrkXsfGgrOzgTIKVsRWr3vra2L/pUQVoe+HEugeyLlHz7N5s+hQDBumpFcv2L0brl5VaEw+LaUhz3/3brHsP7AKpdLJ9MY2gK1e+3v+vIc1/vtAcYyrV5WNkmrQmOee73QWgJ6RnWzy3xds89orlUpu4HP++iOMjCEKlMrGeVY25LlvT9rOjUtv5PlBz/N/o/4PENEIly+LyqyNdQ4yDcezf/+HU9M+J27bdpydB5nc9kDaAZYeWwrA4imLjUZDqdVqSitLcXOq3RhGrVZzpfgKfm5+OCpF11cSTHQr8G3aBLRdC6BXda86hzIO4RV5kPyzpkWplpS+t+3SNhYeXMitnW/VREpZO1qmOhERcOqUiIhzuPazMhQpBTC903R+PPojy08s14hSTk7imtYmSl26BINrFu9rEUj3k7WvvbEKfJL3bF0KZDw76FlWnl7JgbQDPNz34Von692c3Ij1jSVZdQYUKi5cUJotSlWPlLIl8vIMP+9sBenf+OpVrZdcdWrzk6ovzg7OBHsEa6KhYmPFet1IqeySbEI8Q2r8jnqG9USpUHIg3cbUyEamyXvL0dHRFBcXk5WVpVmXkJBAK8kJTsZm8PICsroAcDzreJN855UrwlS7Z09qCCC6Ffj6RvRl7317eXbQs5rPU1JECVW58p75+PmJ65x4yYH2ge1JyElgz6FcMjLg+utFB0zyktq716pN1bBrFzi5lTJ+hy+3LLffVF5rk5KfwmVOgvtlu6skpFZDqecZlBVeNlPxxZ4YF3oXXBhNRoZ9iDkJ2aLyXpyfNj1OCs2XK+/ZB6fTUkGponNscK3b9o/sz5xec/jztj+Npkmcu3qOHgt68OSGJ2t8plKr2Jiwkfd2v8e9f97LwG8H4v+uP8HvBfPSFm0Zb930PYn1m4sgZhtRnnG0DzBsOqOZoAs6Iafv6ZCYJ3JoY3xjbDJ9D4QoVVWlL1QYipQCGNN6DN4u3qw8vZKKKm16e2CgYVFKN5rl4sUGbLSNklOSw/u732dvin7n0BYjpSRUKnjnHfH/hkzJa8NR6chv03/jpaEv8Xj/x83ap0NgByqVxeCdYpHZudTuuDgxvtEVqaxJVZV4Zvr4CLH/kbWP8OX+L63dLD1qK0gAjS9KgUjLyyrKoqyyTBMplZysFaUuzrvIuUfP1djP09mTx697nLu7t5woKbCCKOXu7s6wYcNYsGABpaWl7Nixg/PnzzNs2LCmbopMLeiKUlKFjcZmyxYx4BxlIEKyd2+x1K3Ap8u5a/e1XHnPfBQKod4nJ0PPEPEP/NNm8Q8sXQNbEqWyssQsV4dhxyiuKMbV0bX2nWQMEuNzLeXJJ8ms0rm2RHJmEfgk41HSXi+dS8Y8wq5Fiqel20fJ4YQcIUq19tMKFHVNwZCxDonZIoWhX4fac5oclY4smLjAaPocQJRPFGkFaSw+ulivaizAw2seZsxPY3hm4zMsOryIPSl7cHN04+WhL/PWyLc02+mm7wEUF8Pu9K3gWM7EDjcYfbbE+sbi7uROue8JVCrx/gRZlJJEqSjvKJusvgf6FfgkMjKEb6mUmichpfBdLbnKP5f+0awPChK/FcnsHsTzSKroBiJSqrlzJPMIT298msVHFuutLygQ5tGuVu6eGRKlfvtNTGyPHQt1HXbG+Mbw2vDXTHpJ6dIhsIP4n8DTFolSkgh1441iaSspfNK97eMDOaU5fL7/c5urFFebKKVSiYIWgYHajJHGIMJbvO/SC9MJDwcnJ7VepJRCoTD6O3p/7PtmC5/NBavkFTz//PNcvnyZkSNH8uGHH/LWW2/h4+NjjabImMAakVKSX5AhQ7927YQnwMGD8OX+L9l8YbPe51JIrhwpZRmxsWLmo5WrEKW2nBZundI1sCVRSkrdC+0phLOeoT1NbC1jCo0ppW+i3UVKXUgpgNOTiawYae2m2CXeQflw7wB+KJts7aaYhSRKtfLTRlRLg8qW4NvSHMgsSYUSP3p3s9yb0BCujq7M6TWH4opivjv8HZeLtMr6fb3uY2K7iSyatIg99+4h57kc0p5K47/D/6snNFUXpXbuhMrYdQDc0PYGo9+tVCjpGNiRMrdL4FSkiYpp6Z5SibmJhHqG4uLoYtPpe6CtwAdCtAgONlwtb27vuXw09iON0T7opwZJSOlVU6aIZUuIlDJUeQ9EpJSXl5j0tCa6RucAFRUwf774/7ffbrp26IpSCQnm75eRIZ4fg65lO9tKCp9u5b3MQqH4hXjaRuU9CVMFCQDOnhUp1QMGNO7vNNJLqOAp+Sk4OIhJtMxMIUrlluZyPvs8pZWljdcAO8MqopSfnx+ffPIJu3btYsWKFVxXl1rzMo2OlxeQ0xoHtTMXciyQ9+uIWi1EKRcXw7n4Dg7Qowckppbw8NqHeWbjM3qfnzollrIoZRlSnrN/mRClzhfFEx4OHTuK9TEx4uW+bx9WL7suhdsSJkSpXmG9rNcYO0cjStlhpFRlbigs+4MbnJqwZ9mMaBXhBX4XSHfagdqSckBW4vSV07g4uOhV95EjpeyHKlUVRYp0yI+gW7fatzeXB/s+iIPCgZe3vkzcx3Gk5gulsnd4b/6a8Rf39LyH/pH98XX1BUSqydHMo/x09CegpqfUxo3A5rd4Kuo3hscON/nd2hS+U6SmilQlQxao0nc0d0+povIirpZc1UTg2nL6HmhF7YoKEU1RPXVPYnD0YOb1n6c36DYUhSFFsYwbJyqStWRRqqDA+ql7UDNS6ttvxeT17beLsURTMbn9ZLbcGg8H7zU7UkqlEmJaaKi2IJGtiVK+vpBRKMK5QjxsU5QyNuHaFKl7AC8Ne4n0p9IZGDUQEP2VwkIlBQWw5uwa2n7alo///djgvleKrzBn1Rxe/efVxm2kDWFbDqwyNoWXF6By5NaMixycayRnrgFJSIDERBgyxHi1hF69gIBzqFHTPlDr95CeDosWiUgqKc1PxjwkUUpxpTNOCmeqguMZPVo7e6BQiGipvDwxu2CI3bvFi/6bb0zncNcX6UVy2eEQIEqnytQN3fQ9e4uUkvyEwsJMbydjmLAwBaT2o8JRzNTZMsUVxSRkJ9AxqKOe4bU00KhuTixje2QVZaFWVOFYEtGgkW2R3pHc3OlmiiqKCPMK01Q5MsXkZZO59697yS/Lr+EptWkTKMp9+M/kaXg4exg/CNA7rDcB5T3BsQS12rjpr4ODEGaae6RUakEqChTE+Ir3ir2k70lRNLU9R9RqNWWVZYDhAa8kGPTtKzyAkpOhsrKBGm2j1BYpZW10RamiIvjvf4VP6uuvN3E7PEO4vn0vfNw9zBalcnKEYBoaCq1aiYipAwfE5L210YuUKroWKWVjopTkSWxtUSrUM5RQz1CUCiG3SJNoaWloDNAjvQ07sXs6e/Ld4e/49cSvjdtIG0IWpWSMInUmVHnhmhuqMdm6VSwN+UlJ9O4NBJwB0DMh/c9/RCfoxRdrGqTLmEZTESLRif6VL8C/jzNypP6bz1QKn1oNjz0GP/8M998vXqKjR8OCBdoOX0NQUSFeyjFxFZzKPkob/zb4uMppv3UlxjdGCFPlHnYnSq1NXgq9vsE/pLj2jWVq4OICbjli+nVf6j4rt8Y0FVUVvDzsZe7pcY/eeuk3Kz/vbZ+rV4GD9xJdPq7BUyUWTFjA6hmrOfHQCfpF9DO5rUKhYGqHqZRXlbPm7Bq99L3Ll+Hw+XR69q4wq6rUY9c9xp3FByFpCGC6EpWvb/MXpdoFtKPsxTIWTFgAYDfpe8ZMznU5mnmUdp+14/lNzwM1RSm1WvRNAgJEf0qyRNBNEWyOnLx8kgC3AII9tMULKipEwSFbiJTy8xNeYZmZ8NFHIh3ugQeEyNPUKBQQ166Y1FQoNSNbS3fSRaGAPn3EMyopqXHbaQ7Ss0w3fc/WCs6YEynl4KCNQmtMKlWV5JeJB6IlopSroytdg7ty+sppCsoKDG7T3JBFKRmjaGYRC9Qk5SU1egqfZFRuKqy2Vy8gUF+U2rMHfvhBGJw/WbMQj0wtSKLUpUtQtuEV2P8wo0frjxxMiVJ79wrjyH79hCjYpo2YcX7gAYiMVLB1a+3lus3hyBEoKYE+Awu5o9sd3Nzx5gY5bkullV8rLj1+Cf/Db9pd+t6Wkvdh4hxCQ2ST87oSVC4G8PtSbSQnwAg+rj68ev2rPHbdY3rrpc6mueW1ZaxH1oUw+Osbxvs/3uDH9nH14cZ2N9Zaml1iWqdpAKw4vUIvfW/LFmDKLE7cGEh6QbpZx9KNAjIlSvn5iegCa6e/NzZODk6aVMn8fJHO6OJi3TZVp3r6nmQmbSpSKtY3lsTcRFafWw3U9Ku5dEkIr336XBMf4rTrmytXi6+SWZRJp6BOej5tUuU9WxAjlUphPZGUBO++K4SyF1+0TlumLJvC4Rs9UDvnmfW7kH6XklgqiSe2YHauGymlSd+zUU8pQ6JUXh6cOAHduolU28bkfPZ5XN5w4d6/7gUgPFxM+KelQUqBaVEKoE94H9SoOZje+NlKtoAsSskYRXqppLGfmI9ieG3ba436fYmicAvR0ca36dgRlMHXRKnA9lRVwaOPis8++sj2OkD2gCRKHTokXnhdu9acNezbV3S2DIlSn34qls8+K8KiT52C48fh+eehqkrBTz81TPy+FG477Do/vpn0Df836v8a5LgtHam8tS2EhZuDWq0mW3EW8qKJjWwYwbMlEusserm7E207UsoYsihlPxw9KpZdu1q3HQD9I/sT6hnK2nNrcXIvAYSAsnZTEcT+g5+rv9mz/pc9tkGvhUDtkVJqtTZ6qDmSVpDG5aLLGo+6/HzbS90DcZ1cXLSilDmRUt4u3gyNGcr57POcvXq2xoBXN3UPtH2q5uwr5evqy6mHT/HxOH0/HEmUsoVIKRCiVGGh+D0+/bTW/Lyp8XO7VvEg8IxZKXzVxdI+fcTSFnyldD2lXrn+FS7Ou8iwmDqWMmwkTIlSe/eK53Fjp+6BiCBTqVUav0MpUio9XRspJVXoM0TfcPFQ2Z9mAxe+CZBFKRmjSC8VdUZXHBQOxKfHN+r3SWGppkQpJydwixDGRsEO7Vi0SETp3HijtmyqjGX4+QkB8sgRULlcpXLiXfxn03/0tvHxgQ4dxOCipES7PiMDli+HqCiYfK2Ql0IBnTvDW29BRISaf/91pays/u1sqhzwlsTxrOMouvxKaWUpRUXWbo15pBWkUelQCFfay55S9SAmKADOjyHGzQaUAhPM3zyfx9Y9RnGFfqrmlSsiNcMWB74y+qw69ycMfZ2QtsnWbgpKhZKbOtxEcUUxhws2AGLAuu7UVnAsZ3Kn8XqRH6ZYV/kMTJoDzoW1ilLQvFP4nv77aYLfC9ZUai4osM17U6EQ0VIpKWJgWj0ixRg3thUdzNVnV9fwq5GiVyThoCVESjkoHegQ2IGeYfoVkCUvMVuIlAKtqBMUZN1Mig4B1yrwBZwxS6ysLpbaktm5bqSUq6Mrsb6xtXrwNTW+viJSzpAo1ZRjCU9nT3xcfDQClCRKpaYqSMlPIdA9EFdHV6P7940QF/5Amg2EyDUBsiglYxSlUoQ2FuW50TGoIycvn6wxMGhIEhPFLFZt4ZQTK3+EJWvYt9OTF14QIeIffthozWr2KBTamT3KvTjn8gsrTq+osd111wnjzoM6UaRffy08BB58UAwQqx939GgoKVGya1f927lnjzDAX5X/Gu/vfh+VupnnQjQB/932X850uxV8EjWdc1vnzFURKemQ214z2JOxnLAw4KcN3BeywNpNMclPx35i0aFFNTpuV66I2VBrlx2XqZ0jZSthxMsERNtGnvDUjlMBOJgtjCwPHYLLPusAmNDhBrOPE+MmVeA7WWv6HjRvUSoxT4S6x/jGoFIJccJWhInqRERAcbEYXJuTvgdwYzshSq05t0aOlAJKKkoMrre1SClJBHjpJev+HjsEXhOlAk9z4ULtL63qYmlEhPj/+HjrpwHrilL5Zfk2WcFXSt08cwZ++03/M0mUGjiwadoS6R1JemE6VaoqPU+px697nCf6P2Fy385BnfF09mzUsbctIYtSMibx8hKdi95hvVGpVRzNPNoo31NWJsIZTUVJSYzo3g7OjeeBB0Sn4MknoW3bRmlWi0HqRDk7ONM1uCtnr57VGPNJ9O8vllIKX3k5fPWVCIW//37Dxx0zRrys/v67fiPHjAwx69i7j4oP9v6Pj/d+3CTm+82daO9rN5xPkiadwdY5feU0AD4V7WVBoh5IUWbp5tnnWIX8snyS8pLoHNxZ735XqYSHi5y6Z/tUVUFOlZglbhdq3DujKRkWM4z4OfF8Mv4jAC5dUkPbdTjgzPDY4WYfp7W3JEqdMCtSKienbu21BxJzE/F19cXbxZuiIhGFZIuRUqBfgc+c9D0QRu5t/duyPXE7zl5iVH7lingWxccL8UMacLaESKmJP08k+H/BZJdk662XIqVsRZR69ll47z3hcWpNdEWphITat69eXVYyO8/Lg/NWLpira3Te6fNOhH8QbtX2GOP//k/cn9OnC5uXsjLx97//CsFKuk8bmwjvCCpVlWQVZWk87dLT4bnBz/HCkBdM7uvk4MTVZ6/y14y/jG5TUNC4Vc+bEnlUJ2MSLy8R2t4rrBdAo5mtSQPi2kQplVolzM4RJpMRETB/fqM0qUUhiVIDB0LfiN4AHEo/pLdNdbPzFSvEg3XGDOODw1GjQKFQ8/ff9WufNLPRbuApCssLa4SMy9SNaB+tKGUvlYKOZ4hIqRDH9rVsKWOKsDDAO5nfUz5h26Vt1m6OQaSS452DOuutz8sTYocsStk+CQmg8khFoXIi0N02LpiTgxO9wnrh4qIQPpQBZ8HvIn0Ch1mUhtLev5P4n2DzRKnmGilVXlVOWkGaqOaKVpiwVVFKtwKfuZFSAA/2eZBnBj6Dm2cFDg5iIHj2rDhfKXUPxPX28WnekVKnr5ymvKocP1c/vfW2ZHQOwnbiqaeE9Yc1aeXXCkelIwSdNut3YSit1FZS+KRIKW9vNVlFWfi7+Vu3QUaYNQt27hTjm88+E+ObNWtE+wcMaLoo60gvoYKnFqTi5QUeHiqLJoFNFfEoKREBAx07Qna20c3sBlmUkjGJl5f40XcPFkJFfFrj+EpJJucxMaa3+/bgt4zdHIhDt18A+N//bGdGxp6RSuSOHg29w69d62oeYl26gLu7VpSSDM4lo3lDBARAt25lHDmiqFd6mCRKlcX9CcCouFF1P5iMhhjfazecHYlSc9q8Bgv/pbXrddZuil0TGgr4n2eNah7LTy63dnP+n737Do+iWh84/t1N7z0kISGFEnoNKIqAgAXFgoCiooC9XvXqtf0s6FVs1371qohgFwVFRUFFBQFBqvRekhBSCBBCetn5/XGYTdskm2STTTLv53l4FmZmZ8/LbJl555z32LQ9azsAvcN7V1kuRc7bji1bAP80/E1Rra5365FTR/DsvgwKQvFe/iYPjbqzQc/vE9GwnlLtNSmVlpuGhmb9PdELureWxER1lWfgy8xUJSDsGQp+39D7mDl6JuG+oYSEqO+h6kP3dPHxav8lJQ5teqtQUFpA2qk0uoZ0rVF/rbX1lGot3FzcuL7v9QRkXsSBA/VPLJORoZImev0yqEh8OnsGPj0phdcJSi2ldPBpXTPvVTZkiBqePX68Kj1y6aVqeUvWph0ZN5Ib+t+Aj5u64REeXsZh12VMWzjNrhuCRWVF/JH8B38drjnT1OOPw44d6rvo+ecd3vQW17rOEESro59UdPbpx5MjnmRq/6nN8jr2FDkHVU/mWOExLr3QnxtugMmTm6U5hjN9upo57+671VBNqJmUcnWFQYNUAnHxYvjzT/XFrvdcq83w4ar2QFN6S+lJqS1lanC4XhNENE1b7CmVdywA0s6gU4dWesXTRkRGAtk9ANiZvdO5jamFXjS5ek8pSUq1Heu2nAKPU0R41z7DkDOUlpfS/b/dybvwKigKZFzYXYzvcVmD9pHYoRMU+0LEZoKDa7/K1GtKtdfhe9Z6UgFVk1KttadU5eF7GRkqQd/QXhP6rLW1JaXi4lTiQT+3bU/2H1fjz7oG16yb0dp6SrUmsy+bzeCclygoMJGdXffld2ameo9VrtXaWmbg05NShS7qTnMH39ablAKVcF6wAF5/vaLHXEvVkwK4rt91zL5sNj3C1PlWREQ5ZWEb+XDzh9bvzrocPHGQEXNH8MKqF6os//NPeOUVdS4XGgpvvAGpp+cS2Zyxmcd/e5y1aW1rdmVJSok66T8sWrEvM0bOYHjs8GZ5Hf2Hu76eUnuOqZn3/vNwIrNnS5FbRwkIgMceU8e7d3hv/D38bRYS14fw6ePz6+olpTvnHJWU+umnxrWtpETdGYruc4Ct2Zs4K+asOqdQFfZra0mpcks5KUeKgPprgIi6RUYCeR1wKQ1k59HWmZQ6WqAKY0tPqbZrwx41TiE+tHV9Z7u5uDG261jKvbKg0yrGNKLzrb+/Cb75CGatJTS09pOR9t5TKtI3kofPfpgLOl8AtJ3he/v3q2Niz9A93cJdCzlnzjl4xK+jtBR++00tHzSo6nbtua7U3uN7AegS3KXGutZW6Ly10UclpKTUPp6wvByysmqe44SHqxv3mzapSYec5eRJldzJKVWFr1pzTymdyQT/+Ica6fHGGzBsmPPaEh5eDv7qhDvav/46i91CuuHr7su6IxXZyIICNTxR02DWLFXGprgYZsxQ67dmbeWZFc/w64FfmyGC5iNJKVEnPSmln2Q0F334nj09pTxcPKx35ITjebh6cPzB43w+4fMa6/SkVEqK+sGcMKH+/fXvX0xAgKor1ZhZQ/7+G4qKoPOZuwj0DGRCDzteVNglxCuEty+cBcueahNJqe1HtzNlpzeM/Ye1ULdoHD8/8PU14XqiB+l56ZwsOln/k1rYJ1d8wqlHThHlV7WQqiSl2o4D67vg8c4B3rz0hfo3bmFXdD/d43b6CIq7fNng5/v5AbvGQ260oYfvJYYm8tyY56wz1LWV4Xv6TMINucFxovAEK1NWUtjpewC2b1cJqOrfRe15Br59x1WlbVs9pfRrhdZ67J3pwIkD7It5AhK/IzXVtdbtjh1T58q2kqWDB6uExE4n3kc6eVLdyM4qUEmpCN+2c4dwwAB1M70lOzScKDzBM388w9y/5wLQoUNZg5JSLmYXBkYO5HDuYTLyVO+0xx6DvXth6lS4+GI1A3psLMydC08veh8/d/UB3H50e7PE1FwkKSXqVDkptfzQckbMHcFHmz9y+OvYM3yvtLyUAycO0CW4Cy5mF4e3QVSo7f/3jEplfG67TdViqI+rK4wapS4kN22qf/vq9KF7E/teROYDmdw66NaG70TYZDKZuP2MmwgrHNYmklK7s3ejoUFhsCSlHCA6GkqPqC7l+qyGrY2vu2+NuiWSlGobTp2Cg/td6RMdT5fQFprqqAEu6nqR9e+xUV4Nfr6Hh/rj4qqxP38ThaWFNrdr78P3qmvtw/ciI9VF6Q41j0KDekqN7ToWgOzgH6zLqg/dg4qeUu0xKZUQlMBliZfRt0PfGuukp1TtsvKz+K3835D4bZ09pWwVOde1hmLnOTkqKdXRryPX9rmWAREy8VBdyrVyHv/9ceu1c4cOFT2lOvrZ14N4cJQ68OuPrGflSnjtNTXb52uvqfUeHqoEiyVkO09uuJl//fIvTJgkKSXal+o9pf5I/oNVKasc/jrJyepDFR5e+zYHThygzFJGt5BuDn99UVVeSR4/7/+5xnjk6Gj1x80Nbm1Abui881S9jcYM4dOTUkOHqlkoGjI7krBPdLSqYdDai7LuPqZm3iO7uwzfc4COHcGS1TrrSmXkZbD+yHoKSgtqrJOkVNuwfTvgUkzvPvVU9XUSPw8/pvefTke/joyKH9WofYSFgc/YfzNo1kC+22172u723lNqxrIZ3LP4HorK1NDq1j58z81NJaLKy9W/G/JbEuEbQVJUEtluG8HvCFB15j2d3lOqPQ7fm9hzIgsnL6RfRL8a66TQee0SQ07PGBy6q86eUnXNCOnsYudlZZCfr77Tzok9h0+u+IQLulzgnMa0ESFeIXi4eHA4VyWi9J5SXgTZfT2TFKUO/J+H1jF9uhq29/77VSdouOYaCBynqp1fFfkYCUEJ7MreRbml3KHxNCdJSok6VU5KDYhU2fDqBbCbSi8GGRMD5jrekRbNwmWJlzEidoRDX1/UtPPoTi745ALe+OuNKstNJvjqK1XovCEnchec/s1qTLHz1avBvdeP7HH7yuYFqmiaWRtmse/83mgxK0lPd3Zr6laRlEqUnlIOEB0NbL2GL0ZsZnLv1jVrxDc7v2HwrMHM3ji7xjpJSrUNW7YAF9zPJ7FeNmcOag3ev/R9Dt17qNE3Oz75BF645XwAPt7ysc1t2ntS6rOtnzFr4yw8XDyA1j98DyqG8EHDekoBjOs6Tv2l64+A7Z5S7Xn4Xl2k0HntgryCCPfuAGE7OZRce1IqU42KI6RDEQ/8/ACL9iyyrtNrlzmrp5T+2Q4IcM7rt0Umk4mO/h1JO5WGpmmEhpWAdzZepbUP3Ssvh6VL4Ztv1J8T29SXzEe/rmffPjU51dixVZ+TnHuA3NjP4UQcv795Nb3CelFUVsTBnLbzJSRJKVEn/U7XqVPg7+FP1+CubM3aSkm547pUZGermkH11ZPqEdaDhZMXcs+Z9zjstYVtfTr0wdXsajMBeeaZMHp0w/YXFwfdusGqVQ2rT3bkiEpYep43k2u+uZL0U608a9IGFZUVccprO4Rtb/VD+HZnn05KHe9WZ69KYZ+OHYFTUXif6ounq6ezm1OF3u28epFzkKRUW7FlC+CXRhnFhHq3zoNlNplxNdd+gVifESPg1ovPoEtwF5bsW0JWflaNbXx9wcWlfSalLJqF5JPJdAroZB1m29qH70HFDHzQ8Ekz9NpZdP0Bk8n2DMR+fhAS0v56ShWUFvCvn//Fwl0Lba6XnlJ16xHWHbxOkHI0p9ZtMjIAl2K+0Mbz8uqXmTx/MpqmepsGBkLXrrB5s3N6tuu/vYGB8P7G93lx1Yu1DlsWFaL9oykoLSCnKIeoSGBmHkN2LK91+/nz4bzz4Ior1J87rk6Abz4k7YOX6dhRzbpX3QsrX8BCOZ0zH2TVH2645/YEaLUT2dgiSSlRp+rD9wZFDaKkvITtWY4bp6oXOa9v5j3RcjxdPekd3pvd2bvJK8lzyD4vuEB1/f39d/ufs3o14HeE3MBV9I/oT+fgzg5pi6iQGKp3Kd/dqpNSmqaxK3sX5rxoOgT5VJkqWTRO5anRTxU382wWDbQtaxsAvcJ71VgnSam2YetWwF/Nvle9WH17YjKZmNJnCuVaOV9s+8LGenUR1x5rSmXmZVJSXkJsYMUJXGsfvgdVe0o1NCk1MHIgnb0HQG4MiYm1xxkfrxIMhe3omn3f8X38Z/V/+HK77YkBpKdU3bqHdgfgqLav1vfFkcwSuHISWwqXAKqOWeXz8IEDobS0oiZaS9q6VT326AH/W/8/Hlr6UJOS+kahFzRPO5VGWFgZaC5kpwbVur0+CcO0afD00/D00yaennA9z9zbneXLqw7bA0jLTWPu5rlE+kby/p3TAdjy3j28Fn2EY6vH8eGH8OGH8NlnFTcNWiNJSok6VU9KDYxQt4Q2pm902GvYU+Qc4K21bzFrwywsWiOmcBMNNihyEBoaf2f87ZD96UP4GlJXavVqoPs3AEzsMdEh7RBVVa5z0JqTUsXlxVzd+1osWyZLPSkH0S/MXkw/j8AXAq01YZxN0zS2ZW0jzDuMcJ+aXeKys8HTE7y9ndA4YRdNUz2lzIFpBHsF4+XW8ELibcmUvlOAuofwtceeUskn1V3FTv4VJ3Dtffie2WTmu4s3wuI3OPvs2rfTi53rN17bA33mvS7BXWyul0LnddOTUoTsYf/+mutLy0tZYJoMid/TO2gIJx8+yVeTvsLPo+LDNOB0XfHGTBzUVPprDhigEtLBXsG4udRetF0oekHzw7mHKeIkgZ0Oc/hI7bWedp2ed+axx+Dxxyv+/N//QVx8zecln0ymo19H7h96PyOHeXL55bBnYwT33hTJ9Okmpk1TCa5rr4XnnnN8fI4iSSlRp+pJqaSoJLoEd1EzYDmIvT2lnv7jaR797VHMJnnbtoRBkWrw+oYjjqkhNnKkmq2vwUmpnvMBmNBzgkPaIaqKCYjBw+wFIa27p5SnqydPDvof/PyS1JNyEL2nlFYYgkWzsPfYXuc26LSs/CyOFR6zOXQPVFIqNLRlp3UWDZOWBjm5ZVi8M+yeYagt6xzcmbNizmL9kfU2P0eBgapAcGlpy7etOSXnqBO4yj2l2vvwPYCePVVtzeeeq/1cuD3WldLf212Du9pcf+qUumEgPZltu77f9dzPYdh0A9u21Vy/7/g+jnj+CkcG8c0VP+HvUfND1BqSUv36W8jKzyLCV+4Q2uPeM+/lwD8OMDp+NF8f+JqcG2LIjPiQsjLb2+/cqSb/0r9DAP46/BedXu3Edd9cx9bMqmV0zoo5iz137+GuIXcB8N578Oab8PIr5TzxcgqvvgrPPqu2dVaRfHvI1b2oU/Wk1Lnx57L37r3cNPAmm9trjchV2dNTKqcoh6z8LJl5rwUNijqdlHJQYXsfHxg2DPbvx+YdoupKSmD9zkyI/YNeYb0q7jAJhzKbzMT7d4OggySntY6eMrXRC7FLUsox9N4C5uzWNQOfdeheWM2he2VlahiUDN1r3bZsAXwywWSho3/7T0oBvDjmRTbestFmL5L2Wuw8PU99KccGtM3he15eje/V49/rTy75dmitNVv0nlLtqa6UPT2lpJdU7YK9gjmrTyRgYuvWirsqZRaVnegR1oO435dj/vRnEqICAZWMmPjlRH4/qGpfODspFRAAgREnKLWU0sGngd0MDSrKL4r4oHjcXNzIyFfTK2o5MWTVLEFIcTEcOKDq8Lq4VCyPCYgh7VQan2/7nL7v9MVnpg+93u7FlV9dydH8o7iaXfFwVZNNhIXBXXfBbI++vFiYyN3/KOeRRyA4+PRvcyslSSlRp+pJqbrs36+2/+SThr2GPUkpvcCxdaiRaHZ9O/Rl3sR5zBg5w2H7bMgQvk2boCRsHSaTmYk9Zeheczqz0xBIG0Jy1jFnN6VW7298n9c2PgNexyQp5SBhYWp69OK000mpVlIQMzE0kf9d/D+u6n1VjXUnTqibH+0xKVVSUsJTTz3FxRdfzIgRI5g2bRpbWvMZZB22bAFMGkN9rmF0fANnxmijzu50NgMiB1gLflcWdLp8SHtLSt175r3kPpxbpSez3lOqNScn9KRURETje1zuO76Pv9L+4sGlD9pc76ieUocPO6d+kC17j5/uKRVSe0+p1jxsszXo2ascAlLYvLWMxXsXM+XrKXR8paO1btTJ3f3p4B9snY38aMFRFuxcYB0aHBam3r9//w2WFqxmkpmpbgz27w9ZBWqKwA6+kpSyl6ZpFJYWkl5w+u5qbjRpaTW3279fzb7Xvdp9+Ci/KH6f+jtPjXyKK3tdSbeQbuw5toevd35dZXhnZZ2DOlNUVsShnEOYTNCnD2RlVczw2NpIUkrUyVZSat/xfby34T1STqZU2XbjRtU9/f33G/Ya+vC9mJjat9GngpekVMvxdPXkyl5XkhCU4LB96kmpH36of9uffwb2jOPF0CzuHnK3w9ogapoz/j2CFqwha3/r7dHwwaYP+OTI44BJako5iNmsTm5P7FVnP7uO7XJyi5Ro/2huS7qNYZ2G1VjXnoucl5eXExUVxezZs/n999+5+uqrue+++ygoKHB20xps61YgN5q3Rn/KA2c94OzmtKjDuYetw9p07bWnFICfhx/ebhUF3nJzVb231jyEKyZGDTNLaMLpzZS+UxgQMYBFexbx28Hfaqx3VE+p666Ds85qHUM/9x3fR4BHACFeITXWaZr0lLLHdcvPhnvj+Kl3Ry767CI+3fopALuyd1FaCseOVa1zdn7n8wn2CmbBzgXWuo8DBqj/a3tGHThK9XpSABE+cjJmj4y8DLxnejNx/kQyClRPKXKjOXKk5rZ6PanqSSmA4bHDeWLEE8ybOI/td2wn/9F8dty5o9bZk/Xe5vpsxn37quV6wfrWphX/ZIjWwFZS6qvtX/Hob48y97K5TO0/1br8+HH1uGqVOimxt+t2Sor6AvasY0Zya0+pUElKOYNFszikllffvmo628WLYds26G27ZAx5efDGG+o9MWViECFS0LjZRUeru7FlZa3vYqLcUs7mzM0EEktOYbD0lHKgjh3h0F/dMJvMraanVF3ac1LKy8uLm2++2frvCy64gFdffZXk5GR69OhRZduSkhJKqs0J7urqiru7e4u0tT5btphwcYHERK3Ou/mW0ystLXnLvxktT17O6I9Gc+OAG3l33LvW5QEBJsDE8eOWKv8fTYn/+HFYtkzVawwOblq7G2v/8f108O2Ar3tFJuLUKRP+/mCx1F3PwZnH3ssLli6F8PCm9TZ5ccyLnPfJeTzw8wOsvWltlfMkdaPVzMGDms3/C3vj37XLxMmTJg4ftjh9lurNt27myKkjaJqGVq1eR0EBWCxmfH1tx1tZe/vcN0SvsJ6sT1+HxVzIlYlTmDrwasYkjMHV7MqRIxY0zUyHDhX/h64mVyb0mMCsjbNYtHsRV/S4gv79TSxaZGLDBgudW2hSajUjnJl+/Syc0fEMtt22DR93nwYfQyMe+2DPYErKS0jLTeNEwQk8Tf4Ulfhx+LClxvfPzp0AZrp1q7muOleTK12CutT6f6mXPdmWuY1xXcedvuYys2WLhVGjmhpVw5jN9V9DtrJLD9Ha6EmpylNIVq41VDkppU93XFamfuyvuKL+/RcUwNGjMGRI3dvtOb4HkJ5SLe3TLZ/yz5//ycvnv2ydXagpTCZ44gl15++pp+Crr2xv9847kO25hglTiwkLHwa42N5QOERRWRHuvZdSXuhCZubYKjMTtQZ7ju2hoLSADkUDyEFqSjlSdDSwypPL46bRvaPz73pqmsaZs88kKTKJty5+q8b69pyUqi4lJYXc3FxibHQjnjNnDrNmzaqybNKkSVx55ZUt1bxaaRrs3h1H6NBveea3tVwafykdvOse5pGamtpCrWtekeWR+Lv7M2/bPO5OvBs/d31YRQAQzN692XTrll/jefbGX14OK1Z4MX++L0uX+lBSYuLmm3N45JETjguiAQZ+PhA/Nz9WTVxlXXbyZCwREWUkJ9sYm2KDs459VJR6bMrseJ3NnRkVPYrfDv/G67+/zhWdq574hoXFsH+/ieTklFr2UHf85eWQmRMMPsWsXVsGFDe+sQ7iiy/JNv7TsrPNQCyuroUkJ9s3Pqi9fO4b4h/d/8GhRZex/OMLmPBJDj3ciklLVZ+V7dvdgY74+uaRnJxtfc6o0FHMYhYfrPuAQd6D6NjRG+jA8uW5nHFGy3z2V60KA3zp0OEImWmleOONVqDV6BVqL6Md+zDPMJJzkiksKyTUJZ50YOfOXJKTqx6/9evV/3NgYDrJySU292Wv4DJ1t2Jd8jqSY5IJC/MAovjzz3zGj8+u+8kOFq93Ha2DJKVEnTw9VaG1yj2lBkYOBGBj+sYq256o9LlavNi+pJT+nVRXPSmAWZfM4oGhD9RaXFE0jwDPALLys9iS6bi6JldfDc88A/Pnw+bN0K9f1fUFBfDSS2Ae8zwL/L5lU8Y6kqKSHPb6oqbS8lI2JF4CPkM4fLj1JaU2Zah+4x4n1HePJKUcRz/Wt0fNZkwrKP2TdiqNtWlrCfQMtLneKEmpoqIiHn/8caZNm4avjfEw06dP59prr62yrLX0lCoqgtJSE+U9vua5DR8zceBEYiNsd/GwWCykpqYSExNj153UtmBq/6m8sfYNbv7jZn645geCvYKtQ7lcXUOJja1489qKv7C0kOLy4iqfgZwceOklEx9/DGlpqghSWJjG0aOQlRVAbGzzVhXXNK1GraycohzySvPoH9Gf2NNdeMrKoLDQTHCwm3VZbdrLsX9j3Bv0e7cfb2x7g7tH3o2rueLSqnNnE2vWmAgOjq1Ra8me+NPTQbviEuj2I59mPMy4qMfwcvNqznBqlVeSh5vZzVpMubry0zPVh4Z6GebYN0aMJYZzO3Vieak3R496Vun9ptcO69zZl9hYn4rndIrhgdUP8Nvh3wiKCOL889Xn/cCB5v/s6/buNeHhoTFqVBQuro0fPWHUYx8bFMvaI2u5uefNeJZ35U0gP7/m8Tt8WH3PjhgRiY+PjR01QFhUGKYfTCQXJBMbG0tICJhMGgcPVn1/tRaSlBJ1MplUb6nKSalQ71A6BXTi74y/KbeU42JWvViqJ6U0rf4CkvYUOQcI9AzkjOgzGhGBaIp+HVTGyJFJKRcXmDFDJadmzIBvvqm6/t13Iet4Ia5dfybCL8qaBBXNx8/DD386khu6m9RUjTPOaGTl12aiJ8C1I2raGakp5Tj61OiHDzu3HTp95r3eYbbH9hohKVVWVsbDDz9MTExMleF8lbm7u7eKBJQtegksi4+6+x8TUP/Fh9lsbjcXKC+c9wLJJ5P5dve3nPvRufxy3S+EhKgvrePHzdgKs3L8Yz8by4qUFRT9X5E1AfDaa/D882qa8MmTYfp0OOssE35+kJFhwmxu3u/s8fPGs+bwGh4Z9gi3DroVD1cPUnPVXcXYwFhr2/Vj7+9vf5va+rHv1aEXb4x9g7NizsLdtepnMj4e1qyBlBQzffrYfn5d8WdkAN+/B/dH833O8/R/bz7vjXuPc+PPdXAU9fvf+v/xyK+P8OWkL21OPpN/ugOgkY59YyUmqgJh27ZV/T7QZ2OLjKz6f2jGzJS+U9iatZXjRceJjw8kKAg2b27+zz6oa8C9e2HQIPDwMHHDtzexYOcCVt2wit7htdThqIfRjn1H/45wBK7udjXdQkfwJpCeXvX4aZqqKdWpE/j5Nf3/xtfDl3vPvJdOAZ0wm834+6s6ejt2gMVianWlOozzbhCNVj0pBaq3VH5pPnuO7bEu05NS3bpBWpqqGVQfvQdwXTdVSspLrMX9RMuK9o8m0DOQzZmbHbrfSZOgVy9YuBA2bKhYXlgIL74Irt1+pcxUyCXdLnFILStRvyiPRPA8ya5UG3PUOpn+PZO3dyD+/qqIrnAMvafUlsP7ePTXR/l217dObc/2LFWQs1d4L5vr23tSymKx8Pjjj2MymZgxY4bNmdxauzw1iRQlnmm4u7gT6t1OD1YtPF09+WrSV1zb51q2ZW3jxu9utJ7j1Ff0WtM0VqSsAGDdkXXW5fr51Lp18PnncP75qqB0QAA2i+U60u7s3SzctZCMvAzuWXIPu7JVJd7kk+oELjag4gROL/Vgb03R9uKOwXfQP6J/jeX6DHyNLXaeng6c6ggvHKN74XT2Hd/HqI9GcdN3N3GisGWHbO49vhcNjWj/aJvr9c+9FDqvX2KiGpZVfXJVfVa0DjZGOz83+jl+uOYHEoISMJnULHiZmXAgtdC6TUl504Z71Wbz6UuAAeq+IBl5GeQW5xLkGdQsr9ce6Z+bjIIMwsPVDfrqs+8dOaI+R7aKnDfWKxe8wr1n3mv9d9++qjfzvn2Oew1Hkas9Ua+AAHWiUbmm4RkdVa+llSkrrcv0pNQ116jHxYvr37c9PaV+P/g7PjN9+Pfyfzek2cIBTCYTfTv0JSMvg6x8xyUr9N5SUPEIMGuWujPYdZy6ML4s8TKHvaaoW5dAVa9tW0brmIGtsm8nf8uBfxwk60CkDN1zML2n1MGsozy38jm+2/2dU9uz7ejpnlK13H1t70mpmTNncuzYMZ5//nlcW9ttTDvpF6dF7mlE+UW1ycRaU7m5uPHR+I947JzHePuit62zvNU3W1ZhWcUF5h/Jf1j/vmsXuLnVvFiJjFS/mVrddaWbZM7fcwB4YvgTvDvuXfpFqB7Uq1JUHanYwJpJqepD1Ywi9WQqd/94N59s+YRd2buIjVMFiA8ebNz+dhw+DO6noDCYzts+YOl1S+kc1JnZm2bz0NKHHNjy+u07rq5iayujod+8Nuqxb4jAQAsdO2ps3Vr1s5txemI2W73Bq3+P9u5fDOffz6jPh1BYWsgv+3+h8xudWZu21uHtrTzzHkBmvsqehfuEO/y12quh0UMJ8AjgxY0vsiVrExERNW8o7Dw910y1eU0cqjXPwCdJKVGv4GA1VrxysfNr+1zLnzf8ybT+06zL9KTU1VerR3uSUnpPqbqSUruP7caiWeTLz0n0IXxbMx37DXbFFerLcdEiWLtWZe5feAFc3Sxkh3yPj5uPU7qoG1XvSJWU2n9yt5NbUpPJZCJAi6O0xCRJKQfTe0oVpaqzoJ3Zzp2BT+8p1TOsp8317TkplZ6ezsKFC9m+fTtjxozhnHPO4ZxzzmGTfkXQRuTlAR65lJnz6OjXygrUtSCzycy/R/2b2MBYwsPBq0Mau7MO1Pkcbzdv9t69F8DaY6q0VA2d6dJFJaYqi4zEOo18cyizlPHh5g/xcvXin0P/yS2DbrGuW3pwKVA1SaEnJozWUwrULMWXfnEp/133X6775jp6vNWDf2YFwrQRfJH+NBat4bONfZT5ADwSAGE7SEmB0Qmj2XL7Fh475zGePvdpxwdRh73H9xLoGUiIV4jN9dJTqmH69FGfl8o14/WeUrWVKDh44iB3/nAnM5bN4Puws+CsVzhReIKDOQfJL83ncO5hrllwDXkleQ5ta42kVF4mIV4huLm41f4kUcXVfa7m1kG38nf236TnpRMVpWZQLao0EGjX6XvCjuwptfPoTm767iY+3vwxgHUYcfVeeq1B27wNJ1pUyOnfn2PHVK8pUDUiYgKqzgh04oS6Q9Ktm/qzcqVKZNX1A6X3lKpr+N7ubHWRnBgqM+85wzmdzuFgzkE8XT0dul+zWc3AN3686i118cXqrsEVd2zm68JMruhxhcNfU9RucHx3+BuOlLSupNSRU0coKS8hPz0WMEk9KQeLjFS1/zKTA4kYFsHO7J02ixq3lEDPQPp16FdlivnK9KRUiO3rojYtMjKS9evXO7sZTZaXB/ipcQkd/Y2blKosPe8IlmvHkLZlPKWlM2sklyrrHNSZCN8IVqWsotxSzoEDLpSV2b57rs8gd+RI8yRqN6VvIrsgm6t7X02AZ0CVde+Oe5e/M/7m3LiKm0dHj6rHwEDHt6W1M5vMrJi+ghXJK1h/ZD3r09fzV8oGCuL+YDV/sDnjEgZEDmjQPlPK/gLNE451I+X0yCxvN2/+PaplRw7kl+Rz5NQRBkcNrvW3QU9ISlLKPn37wpIlKjmgD/PUe0rZGr4HUGop5e31b1cs2Hk5w7X36RkWQs+wntw88GZmbZzFPYvvYfZlsx3W1k2b1HlC374q+ZqZn0m3kG4O279RHM5VxTuj/aOt393p6VgnwmiOpFRhWSGzN82mqKyI6/pdZ+0pJUkp0SbpJ//Hj2Ptgq7LKcrBxeSCn4cfJ05A0OnhxWPHwuuvw9KlcPnlte87JUXVhwkOrn2b3cdOJ6VCJCnlDJN6TWJSr0nNsu/LLlN3XhYvhtWrwdUVXv7XAF4K2C91xFrYyK6D8Vy4EHNpw06am9v/1v2PZ1Y8wxPd5wMTpKeUg7m7Q3i4qm3QK7QHvx/6ncz8TCJ8nZP9+/m6n+tcn52tLno8JV/dauXlASc6cxc7uPtcF2c3p1UoKS+h2H8XdNhESgp07mx7uzmb5nCy+CRvjn2TxJBEzCZznRcq+vdhenrFsAxHGtxxMGn/TKOwtLDGuqSopBoz4+rDT7oZ9HrV192XsV3HMrbrWACKi8EzbjO9Yzox4MmG1d/JzMvklOshSD6H6ChXDh9WN3r1Xmi5xbl8v/t7hsYMJSEooc59NdX+E2rcaV0zYOs9pWT4nn1699YAE1u3wqWXqmUZGao3ZFAtb5VuId0YGTeSvw7/xX/Oe5V/Pn8LO6IqkoSvXvAqy5OX88HfHzC261ibBekbqqQEtm+HxETw8YFjBScos5TRwaeWzJmwKb8kn8+2fQZUTUqlpTVvUqp7aHdMmNhxVE3tmJAAXl4yfA+ApKQkhg0bZu2W/sEHH7R0E0QD6Qmj6t3DP9j0AcEvBPPFti+wWODkyapJKah7CJ/FAqmpqpdUXTfldx/bjZ+7n9MukkTzMZng6dM90HNyYOpUdccoISih1uE7onkEewUTX3wZmXs6YWn4KINmsylD9Rv3L+gPIEmpZhAdrWb96RZ8egjfUecO4atLdnb7HLrXnuTlAeXuxPv1kLvpp8UGxOJhCYLIjezbV3sBqLfXv819P93HhV0upE+HPphMJruTUs0l3Ce8St2oumxXo2/pZXueAsPx8IBo136k7ml4Qei/0v5Sfzl8JkOGqL+mplas/3TLp0z5Zop1WE5z8nL14rZBt3Fhlwtr3UZ6SjWMrR4rmZmql1Rd10SLrl5E+v3p3DHkVvr2MXHggLr+AvBx9+HTKz7F1ezKLd/fYu2Z0xTbt6shwvrQvVJLKeO7j2d47PAm79tIKk/aFOQZZC2dULmu1M6dqpdpbT3lGsPbzZuEoAR2Zu+k3FKOiwv07q3q3FWfxMzZnFJTasGCBaxYsYIVK1Zwww03OKMJogEq95SqrFdYLzQ0liUv4+RJVaxPT0qNGKEysYsX116AMyNDfdHVVU8qvySf9FPpJIYmGrJYamvx3e7veODnBygtL3X4vi++GIYOVT02br0vm13Zu9Cas2qrqFV0tPpMZmW1nv//TRmb8Pfwp+youpUkw/ccTz85inRVSSm9oG1zOnUK7r9fTU0MataxJ39/kmWHltX6nJIS1VNAklKtW14eYCqXi9NKTCYTsR4DwDeLTftsZ5AsmoUdR3cQHxhvHb6aW5xr7X1kKylVefieo/28/2f+TP2zQb/HelKqOQv1tjVxcXAyr5gtKcn1blvZmsNrAPDNOYOuXdUyveQFwBU9rsBsMvPVjq8c1NLadQ3pyv/G/Y/r+11f6zbSU6phEhPV6AC9x0pxsSqDUt85jo+7j3UorZ4o+vvvivVJUUk8PfJpSi2l1hqNTVG9nlSEbwRfX/U1M0bOaPK+jcTLzQsTJkI9QzGZTDW+u3Nz1d+7d687KdkYPcN6UlRWxMEcNeOCnhDVZ3VtLVr18L2SkhJKSqpOb+nq6oq7u7uTWtR4ltNdDyytqQuCnVRtADPZ2ZYqPSj6d+iPr7svyw4tIzu7HHAhMFDDYtFwd4eRI00sXmxiyxYLgYE1Y1dT5JqJiVHPscXF5MILY15Qxc7b4P9dWz7ulX20+SMW7FzA1L5Ta52q3RZ74//+e9UT78djn3Df/Pv479j/cnvS7U1qs7O1xWOf2esJGPA/lu9YzqTwxvdUc1TsmXmZHDl1hOGdhpOxRf1KR0RYWlVPLlva2rHv2NEEmEhyv4aMf04izCes0W23N/ZvvoFXXjHz2WcaK1ZoFPnt4Ok/nmZV6iqGd7J9B1bVqzETElL7b4Yzmc0ydwycvji96G7uy/yMQUd+ZVDUIGc3qVXoHTKAPRm/se7wRiCqxvpDOYcoKC2w/sae8f4ZHDxxkPhdmYCpRXtKaZrGfT/dx86jO0m5L8U6nXldLBZ1pz8+Xg3zEUpsnIWV54Rx8bwwUv9Vz/SLlehJqY7amcScLuFaOSnVwbcDI2JH8Puh39lxdIfTe5froykCAureTiju7ip5u327Knat12NryI03PVG0aZPqDKB78OwHubbvtXQKqOOuv530pFT//k3eleGdfOgkqae7O1Yevgew+3Q5V0cO3dP1CuvF93u+Z8fRHXQJ7lKl2PnQoY5/vcZySlJq6tSpmEwmzjjjDO69914Ca6mIOGfOHGbNmlVl2aRJk7jyyitboJXNI7Vy39s2wmLxBjpw4MBJkpNzqqwbFDqI5UeW8+umP4FzcHPLIzlZVaI94ww/Fi8OZd68XG69tWbsGzb4AOEEBJwgOfmkdfm+nH18tvczHkt6DLPJzCUdLmFU8CiSkxt2l6k1aYvHvbJOHuqH7dftv+Jb2PDb3/bE7+YGX275EoDu7t3b9PGurC0dew/3YvA+zrJt6xgS3/SriqbGvjxtOQCdfTqzb18+4AscITnZ8T32mkNbOfbe3gFAMAd2lNEzoYDk7KZ/9uqLfcOGQCCIjAwTY8aUcdFzHwFwTtg5tX72d+1yA6Lx8sonOflok9voaPF6YQiD0wudF1hOEuxVR8FIgxkaN5CvM2DXyU3AuBrrt2Wp29a9w3oDatjc2rS1FGbtomPHHjZ7oDRXUmpt2lp2HN3BBZ0vsCshBepGY2GhDN2rrmOUGY53Ic3jbwpKC/B287breVd3vZ3fPz6DTkEdrSMKKielACb1nMTvh37nq+1f8eTIJx3c8gozV8ykzFLGo+c8iqvZ9qWjPszUqPXEGqNvX9VTascONcs5NGzoVuWkVGUuZpdaE1KffqpeY8wY+16jek+pP1P/ZMORDYzrNo74IPnNawgfdx+8XL0Aagzfa456Urpe4b1wNbuSfkr9ULTWYuctnpSaNWsWffr04dSpU7zwwgs89dRTvPrqqza3nT59Otdee22VZW25p1RqaioxMTFt7m5q4un64uXlgcTGVr0FcmH3C1l+ZDm7inYA5xAT40tsrLqYvfZaNavamjWB3HrryRqxF56um9mnTyCxsYHkl+Tz2O+P8da6tyjXyrm418Vc0eOKFoiw+bTl417Z8KLhvPr3q6Rb0omta6rEahoS/4nCE6zNXEtiSCLn9j23zm3bgrZ47HtH9GVdLqQVN+w4V+eo2NNS1S2k4V2H88FJ9b2SlBTV6u/EtrVj31tdA1NcHErHmEAO5Ryqs6BtXeyN/dgx1fNt1CiN335z48O/lkEQTDtzWo2ZXXUHDqjH2FgfYmPtu7ATLU8lpdSZdpRfzR5BRjW272D+9eEl5OfavmrXk1J6T6nhnYazaM8i8oJXcEag7fFwelLK0cP3Zm9SM3fdMMD+Ehv60L2eUg6yishIYF9PtMhN7M7ebfcMfIO9J8Gvk4i8vqLMRfVc/xU9ruCuxXfx5Y4vmzUp9fa6tykoLeCJEU/Uus2uXarchwyvtp/eY2Xr1or6vQ3pKdWnj5rJunpSSrdw10Je/+t1Zl86m4SgBH76CaZMUaUa7LlnZrHA5s1qe/24fr/7e55f9TxdgrtIUqoJqg/f05NSzTH0eWLPiVzZ60rcXVT+pPL7rjVxaFLqxhtvZPPmzTbX3XDDDdxxxx0MOJ1qDQoK4oEHHuCiiy6iuLgYDw+PGs9xd3dvkwmoupjN5jZxkVJZWJh6PH7chNlcdaDrufEqebD+2B/ArQQHV2zTpYu6Y7JqlYlTp0w1Ytfv+MTHmzGZNK7/9noW7lpIhG8EL4x5gSt6XlGlMFxb1haPe2X9I/sDsDVra6PisCf+nw78RLlWzqWJl7bp/6vq2tKx7xfdA3bAwVN7HNLmpsZ+QZcLsGgWRsSN4JkjJry9ITDQ7PDx9s2lrRx7fWjIkSNmRn00ilWpq8j+VzYh3iGN3md9sR9UpQ2YP9/ElDsO82PQOvxyk+jgFUttT9PrGoaF1fwtEq1HXh7gn0agWygerjXP7YyqV2RXYlZ+x4nTNTirf4/psyP1DldZ4nNiz1ErYv+ge+QtNvfp56cKSzuyp1R+ST5fbPuCYK9gLku8zO7nSZFz26KigKMqU7fj6A67k1L6MY2KotaeUvoQvlWpqzice9juXm0NUVBaQNqpNAZHDa51m+PH1WQZZ5/t8Jdv1yr3WNGTEQ3pKeXtrXrW7NyphgBWn5V2//H9LDu0jPk75nNr7we56Sa1/PBh9f6qb+KYffvU9/m5le4TZ+RnqHb6yux7TREUpCZC0Ifv1VU7sKk8Xau+MUJD1bHfssX2b5GzOPRsefbs2axfv97mnzvuuKPmi58+85Sixq2bnr2vXugcYGDkQO4afBf9zdcANacxHTsWyspM/PmnV43n6j+unTrBi6teZOGuhQyMHMieu/Zwfb/r201Cqj2IDYjF38OfzZm2k86O8N3u7wC4NPHSZnsNUbfBCeoOfkbpbie3REmKSuLxEY8TFxjPkSPq5Ly1/Hi2J9Gnr2MOH4YRsaowxefbPm/W19y/X50YBQXBBf9Qn/1T6y5nypSKYQzVZauR4XInvpXLzSsHn0zCvaWXVHUJCaqgra3zqQ8u+4Btt2+z1gYaGDkQd7yh04o6755HRakLTEedSi/YuYBTJae4ts+1DUoqSlLKtshIqiSl7PHw0of5vy3jwS+NyEhV29XHp2ZSCuDdce+S9UBWsySkoGLii64hXWvdRq+HIwXuG6Zyj5UMletp8GQuAwZAWVnF56+yiT0nAvDVjq+4/371G+/vr9atX1//vvUC6gMq5VEz8zIB6OAjSammMJnUEL4jR9R3965dqoxJc1UBOF54nBXJKyi3qBOsvn3VrI2Hmz5Bo8O06FX//v372bNnD+Xl5eTm5vLyyy9zxhln4Fk9tStaFX32Pb2IYWVuLm68edGbRBdeDNhOSgEsW1ZzqEVKiup2mqL9yaO/PUqwVzALrlyAn4dM3dHamEwm+nboy5FTRzheaONsuolKyktYvG8xIV4hDI1uRVX3DKZ7vD+ciiTHpXXNgHjypBruGyXXuM1Cr22QlgY3DrwRgPc2vNds74G8PDX1defO6t+7j6uz6R7my1mwAB57zPbzJCnVNhwvOgpmi1y02ODX/S+44D5+2LShxjp3F3d6hfeyDrFwd3GnQ+lQCEwhKK72Om+RkRUzdznC2rS1QMOG7oGqi2MySWKiuipJqWz7klKL9ixic9H3UBREZKT6f+3USV1AVp9DomtIV+tsbM1BT0p1Cap9SHdz9vJozzp2VNdNW7ao30RoXFIKbA/hiw2MZUjHIaw/sp7ZCw7SpQu89ppaZ09Sqno9KYDMfNXQcJ/whjVU1BAVBfn56ibFvn1qhJGbW/O81vRvpzN87nDrDHyVi523Fi2alDp+/DgPP/wwI0aMYNKkSZjNZp566qmWbIJoBA8PdYfG1p09nX4ypPeq0o0YAQEBGt9848uGaudgycnqAzkkZiA3DriRz674jLjAOIe2XTjO3MvmcuKhE81SuNbV7MpPU37ifxf/Dxezi8P3L+wTFAQuBy/EI30kRWVFTm3Ln6l/MuyDYczbNs865l6SUs3D11fNmHT4MCQEJXBewnlszdrKX2l/Ncvr6bWh9KTUWxe/Rcq9Kfw+rydeXjBvnu3nSVKqbcgrKIed4xkWc46zm9LquERthaGv8fOe36sszy/J51hBzTt//oemwMoH6dq19t9FRxc7/+9F/2XPXXvoH9Hf7udUnnnPW8q9VREZCZxIIDzlNib0mFDv9rnFuew4uoPg0n5Q6m393evUCUpLK5IXlZVZylh6YCnJOY6fIGbvsb1A3T2lmrNIc3tmMqkeK5mZFcmBhgzfg7qTUgDj4iepv/Saz5w5FbP0rVtX/75tJaUy8jII8QrBzaWZsicGon+2V65Un+3mTOj3DK3aW7M1Fjtv0aTU4MGD+frrr1m5ciU//fQT//73vwmunsUQrVJwsO2eUgBZ+VnMM10OF99Ro6eUpye8/bZGSYmJq64ykZOjlufmQk6O+pH1dPXkvUve44IuFzRjBKKpOgd3JtAzsFn2bTaZOTP6TCb1mtQs+xf2MZkgYesHlH/2DZ6uNYfctqS1aWtZlbqKnKIcSUq1AL0bucUCtwxS9WtmbZhVz7MaZ//pWdH1pBRATEAMHTqY6N1b1Zs6ebLm8yQp1TaUHe8I875mxqjHnd2UVmdIzEAAtmVXvYJcvG8xoS+F8vzK56ssz/1jGn5/vUBS19qHZunfi46sK1VXAsKWgwdl5r3a+PiAv68rnkv/x5S+U+rdfl3aOjQ0/E6eAVQkHWurKwUw9++5nPfxeVz94hymTqXGnwULGt/+AyfUXYS6Jr+QpFTj6T1WVq9Wjw3tKdW/v3qsLSm15Qs1hK/DuV8xbJhKHAcHq6SUpsGxgmOM+2wcfx1WN6E2HNnAR5s/orishE2b1M1K/b1n0Sxk5WdJPSkH0Xup//qremzOz48+gca9S+5lwpcT+Mn0T/A61qqKnUvRHmGXkBCVRLJV6yPIM4g091+h+0ICA2sO95g8GaZMyeXgQRPTp6svwZQUYMzDuPT8vtnbLhynuKyYw7mOH4BcUl7i8H2KxomOVgUz6+oZ2RI2pm8EYEDkAElKtYDoaFWXIitL1XUL9wnnyx1fUlha6PDXqpyUmr9jPtuytlmHCuon2Lbu3klSqm3Iy1NDENrZPDUOcU73XlDuyqGSjVWWbz+qhrB2DqrI1OblqRmyunevu5aeo2bg23F0B/ctuc86bXhDyMx7dWtI3a81h9cAYEo7E6g4vvqEFLaSUpcmXooZM6tzv+Sjj6j6Z9NnTHvvP42uOfa/cf8j5d4UBkTUXqB91y41qiIurnGvYWR6j5XSUvDyUpMXNERwMMTGqlnyql+j/fgjzH8/Du/08xjdrwel5aWYTJCUpH5PU1Lg2RXP8sPeH/hx748APLPiGaYunErsq3Fk9XyS4Ete4vHfH7MmzNfetJYPLv2gqWELKs5pf/tNPTZnUmpU/Ci6BHfhYM5Bvt75NZ/ufxWzycW4PaVE2xUcrH5M9Z5Olbm5uBFwchj4pXPCvNfm8//v/46RlKSxcCG88grM3fgxDHuBbVH/lIREG1FYWoj/8/5c9oX9s/HYo6isiIDnA7hi3hUO3a9onLBOx2HgLD5d59yE8aaMTbiYXOgT3keSUi2gcl0pdxd3Ph7/Mdtu34aXm+N7zOlJqei4IqZ/O53RH43GoqlCKf36qXW2JvLVk1LSwbp1y/ZeietZ/22WoURtXfcuHnC0Fyddd5Nfkm9driel9Jn3APbsUY9ug+cy5qMx1gLD1Tlq+N6///g3r/31Gr8c+KXBz5Ui53WLjITSyJVc+cUUft7/c53b6sOmC/aeQWCgSlRA3T2lwn3C6WQ5F8J2ctHzz3Dtx/eyZYtK7kecsYK8QU+RktK4rJTZZCYmIKbWovfFxeo7vVs3cJHqCw2m95QCNXSvMZO59O8PBQUwbhyMH1/xZ9o0tb+fpvzEpxM/tA65G3x6IsVFqw7y1rq3CPcJ54GzHgDg3+f+mxsH3MixwmMw8mn2JzzIsyue5b0N72E2mRkQOYAzos9oWtACqDin1b8/mzMpFeUXxd6791L4f4Xsvms3S69bSo/4QHbtUp/h1kCSUsIudRU7B/DIGAnAxuPLbK/3gC++0AgMhAefTeGN/XdCqSe3hcy3FvUUrZuXmxedAjqxPWs7ZZYyh+13W9Y2isqK8HH3cdg+ReOFRJ2ES2/hk13vOa0NhaWF7Dy6kx5hPfBy85KkVAuoPAMfwPmdzyc2MLZZXktPSu0YoNMAAFtfSURBVKV7/kZeSR6XdrvUWkuuvqRUYGDzFQIVjnEyciGF597NnmN7nN2UVic0FFyPDgSTxpbMilvU27O24+7iXmWIlD4kyiViJ78e/JWVKStt7tMRw/d2Ht3JvG3z6BLchWv6XNPg5+84Xb9bklK2RUYCPpnM3/Mpq1JW1bmtv4c/CUEJZO/uak04Qt1JKQDvQ6r8wY9Fj/Pp/tcJjk2jTx/wiNoDHnksXWM7qVmXorIiUk+mWm8a2LJvnxr2LUP3Gqd3RR66wUP3dBecrn6yZAksXFjx5+hRNXHIsGFVM11JSerxrZ2PUVJewowRM6yTTPUO7837l77PrfkpsPAD7or8hO+v/p7PJnzWuMaJWuk3A3Ut8RnydPWkW0g3RieMpk8f1btO/61xNklKCbvod6ZrG9KjHRwJwIrUZbXuIz4ePvxQw3LxLZSaT8Fvz3J2534ObadoXn079KW4vNihFxub0tVA+IERAx22T9F4PTt2gjIPDuU571dqa9ZWyrVyBkaq94QkpZqffnJUfXrgzRmb2X98v0Nfa/9+dfd/edZCAC7vfrl1nT6UQZ+KurLsbBm61xaUuJ+eMlzqjtRgMkG4RQ2D2p65G4Di8mL2Ht9LYkhileLB+oxmesH4FSkrbO7TEcP3nlnxDBoa/3fO/+Fqdm3w87dvV7FJYsK2qCjsnoHvkys+Yc3V+ygrNdtMSqWm1nyOpkHGz9fisXMqj53zOFtu20KUn/rB7BWmMoVLt2xvcLtfXf0qnV7rxH1L7qt1G6kn1TS+vhX1FRta5Fx3++3q83/oUNU/6enw9NNqm98P/s5V868iOSdZ9ZSK3MBO18/oFtKNmwbeVGOfvy/qgMvW6Tw18VrGdRvHmdFnNq5xolaVz2k7dmz40M2mam3FziUpJexSX0+pgv0DMZX6suzQsjqnET8WMxe6/ASpQ2HNPdYfWdE29OugkoiV7/A2VeXaQcL5OsW4wLGuZJcddNrQ2pNFJ+kW0o1BkYOAioutyifowrH0nlJpaRXLluxbQv93+9covtwUZWVq5tX4BAvf7/4OHzcfRieMtq7394eEBNi2TW2rKyhQfyQp1bqVloLF63RSykeSUrYMNF8Pz+UwImAaAAdOHqBcK68ydA8qLvYvHXA2Jkz8kfyHzf3ZM3wvOSeZz7d+brOX8+7s3Xyx7QsSghLsKsRdXXm5SqAlJMjMe7WJjASOd8EFV+vsV3VJT1c9WypftOrf0bZ6Sh06BMczfDn35Fz+Pepp+nTog+n0OLBhiSoptTG1YUmpw7mHeWbFM/i5+/HwsIdr3U5/nzbnzGHtnT6Er7E9pUC9x2Jjq/6pvL91R9bx5fYvmb9jPh07gvvFDwHw7LnP1ZhJ78AB1fvx7LNluHxzqvz5dkZSV3/ftZZi55KUEnapq6eUxQK5J9wIyLyYQVGDOFVyyuY+SstLeXLZk3i4eHBGxgcEBbqQkNCMjRYO17eDSqs7Mim1KUP1lGrI9NOi+URHA8cS0UzlDu8hY6/zOp/H7rt2c/eQuwGVlPL3V3cURfOw1VPq3LhzCfEK4fNtn3Oq2Pb3ekOlpKiL2OC+a8jMz2Rs17F4unpW2aZfP1Vsf2+lEoX6DRFJSrVu+fmAbwZoZkK95WDZkhgXAMUBHFCTmuHr5su/hv6rSo9BUBf7Li4wsEcQfTr0YXPmZk4W1ZyW0t9fJYPqSkodLTjKp1s/5Zw553Ao51CVdc+seAaLZuGxcx5rVC+pgwfV51WKnNcuMhKwuBFi6saeY3soLS+1ud13u79jwY4FHDxcUPG80zw8VE8aW0mp9evVo14rqLKzu6oDcyh/R4OKnf/rl39RUFrAkyOeJNKv9jtC0lOq6fQeK01JStVnUk81vPOrHV8BMDjv3/DXXfRxHV9j2x9+UI/jxjVfe4SamTMgQP3dGZ8f6Skl2qS6ekqdPKm6Dvff9wXfX/09/h7+Nvfh5uLGyhtW8ukVn7JyYXcOHVIfSNF26D2lNmfaKPjSCGWWMjZnbiYhKIFAz0CH7FM0TXQ0kK1+HXdm73RqW0wmE5qmklIydK952eop5eHqwbT+08gvzefzbZ875HX0elJlsarY7/juNU+IbdWVkpn32oa8PMAnE4+yMGudMFFVQgLgUsyy3RsoLS8lxi+G58c8z5W9rrRuU16uCp137qxmMRzeaTgWzcLSA0tr7M9kUsmLI0dqn90tMSSRcq2cNYfX0P+d/szbNs+6bljMMEbEjmhULymQIuf20H+//It6UmYpY9/xfTa3m7liJhO/mkhqehFQs3dwp06qTlBhtUlR161Tj3qtoMp6d1AHpiRgO/tsv2wNyw4t44ttX9AjtAf/OOMfdW6rDzPt1s2+fYuaxo1TieXhw5vvNeKD4hkUOYi/0v4i5WQKF/QcCovfZP36mpXVFy2qaJdoXvp3gzN6GsbEqKTY7t0t/9q2SFJK2EVPStnqKaUvCwpSj8VlxUz4coLNruadAjoxoecEXF3V3T3RtsQGxnJ70u1c1esqh+wvvySfqf2mOmx/oulCQ8E1W2UF1qWta/HXLygt4O11b7M9S13pHDumhgRJUqp5hYSoO/HVa0rdPPBmAN7b4JjC93pS6tqOT/LXTX9xSbdLamzTv796rFxXSpJSbcPJ3HLwzsarXIbu1aZzZ+Dy6Tx/Isk66151Bw9CSUnF3fPJvScT6h1aa0/0yEiVqMjNtf2afh5+/HDND7x8/ssUlBYwecFkbvruJvJL8rk16VaWTVtWYwiPvaTIef305JJbTk+83bw5nHu4xjYFpQVsythEt5Bu5Gaq4QnVf/f0khfVv6frSkoFewUzimdg9T+t29WlzFLG3YtVL+U3xr5R5/tC01RPqU6d5CZzUwwerHqZjhrVvK+j95Z6a+1b1l511d8Tp07BsmUqeS6935qf/hl3xv+1yaRu/lXule5MkpQSdtGH79nqKXXihHrUk1KL9izi651fM2LuCKZ8PYWN6RuZ+stUtmVta5nGimZjNpl5++K3ub7f9Q7ZX4BnAO+Me4eZo2c6ZH+i6cxmiCo6D8/PVvLkiBkt/vrrj6znzh/v5JXVrwBS5LylmExqCF9aWtXeFomhiYyIHcGG9A3W+m9NoSelunQxMaTjEOuMP5VJT6m2Kz/fBLPWMiJ3lrOb0molJAAZ/QHYmLGRB1c9yIxlM6psU71Oz1kxZ3H4vsNM6z/N5j7rmoHv2T+e5YJPLmB39m7+OfSfrLlpDV2DuzJ702z+8+d/6qwDag/pKVU/PSnlv/VhTj1yivM6n1djmy+2fUFJeQnnJ5xvPY62ekpB1SF8Fgts2KDeA7X9Tt4/+P9g13jrML+65BTlEO0fzYQeExiTMKbObdPSVDJF6km1DZN6qaTUi3++SLc+aihw9ffE0qUqIT5unDovEM1r9GjVU33QIOe8fmwsuDZ81HazkKSUsEtdPaWqJ6Um9JzAT1N+IjEkkU+3fsrg9wezIn0F3+/5vmUaK1pEbTURRNsX2yGQoj1nU1zg0eKvvebwGgCGxgwFJCnVkqKj1QXGyWpla6b2mwqowudNtX8/EL0G/6iMWreJjVVdyiUp1fYU5JshfRAJHkOc3ZRWKzYWSFczi65KWcX8/fP5cd+PVbapXqfHZDLh4Vr793FdM/B9v+d7ft7/M0Fe6iRtYORANt66kWn9p/HF9i9Iz6ujGJUdZOa9+vn5qZqIWWlemE01L700TeO/a/8LwB2D77Ampar/7sXEqMfKSak9e1TvFlv1pHR6Dyp7ekqFeofy4zU/8vH4j+vdVupJtS0JQQk8O+pZ3rn4HRI6BhAXBxs3Vp1URIbutaxHHlEzagYGOrslzidJKWGXhvSUAji/8/lsuX0LL4x5AR83HwaGDeSBoQ80f0NFi3jy9yfp+EpHjhXUMh2jnZ5a9hQvrHyBcku5g1omHEGvL7TrYG6Tj3FDrT68GsA6/bAkpVqOXuy8cl0pgPE9xrPlti08MuyRJr/Gvv0aTLiG0d/Hk1+Sb3Mbk0kV4ExPh6wstUySUm1DXp56lEkJaufuDh1d1Gyzn237DIBeYVW7GdV2sf/d7u+48JMLa0w8UNsMfDlFOaw7so7e4b2J8K2oouzr7sucy+aw7uZ1RPk1/su1vFy1NSEBvLwavRtD0Ot+pZ48zKqUVVXWrTm8hk0ZmxgdP5oeYT1qnXHWVk8pPdFUV1Jqf/FqPG8+n7Ulc6skIKrLLlBftCaTCS+3+g+oXk9KklJtx6PnPMqtSbcCKllZWFgxBNdiUUXOfX2bt76VELZIUkrYxZ6kVPVpQ91d3Hnw7AfJuD+Dz87/rNH1CkTro6FxtOAoH23+qNH7sGgWXlnzCq//9boUxG1loqOBLos569sgXlvzWou9rqZprE5djb+HPz3D1IxBkpRqOXoysnq9kkDPwCpTjDeWpsHeU5sg6CCj4kfh4157ERK9rpTeW0qSUm3DT0c+h/sj2e35obOb0qp1iw6BkzGUlJcA0Du8d5X1tV3s/5H8Bz/t/4mPt1TtxVLb8L3lh5Zj0SyMjh9tsx2+7k3LHh44oGbek6F79YuKguJiOHfuKEZ/NJoyS0V2aGP6RlzNrtw15C5AHUc/v5p1mmwlpfThV7bqSenKtXKKOv5CSfhqa8Kzug1HNhDzagxv/PWG3TFVH2Yq2hY9kam/hzZsgMxMOP98VWNSiJYkSSlhF70wuT3D96rzdvPG3cW9+RonWtyNA27EhIn3Nr7X6HoUB04cILc4l4GRAx3cOtFU0dFAZl8sWFievLzFXjf5ZDKZ+ZkM6TjEOsRBklItp7aeUrq03DRST6Y2ev9ZWVCUMB+oKLham+p1pSQp1TZk5KeBXwZennKjoS4JCViH8AHWJDyo5O3OnWp6+OpDOm5Puh0TJv679r9VfntrG76nz9ZXX22gxpJ6UvbTj1Gsd0+Ky4s5eOKgdd2dQ+4k5d4UxnUbh6appJSt3zw9KZVa6Wu4riLnOuv7K3x7rUP45m2fR1FZESFeIXZGJMP32rrqxc5l6J5wJklKCbuFhNg/fE+0b7GBsVzY5UJ2Ze9iZcrKRu1jU/omAElKtUJxccCpjgRpnfkr7S8KSwvre4pDrE5VQ/eGRg+1LpOkVMupracUwC/7fyH61WheXv1yo/e/f78GPb/CpLlyaeKldW4rSam26VhRJgDhPjL7Xl0SEoCNN1r/3TusoqdUdrY6r7J1od85uDMXdb2Indk7+f3Q79bltfWU+vXgr7iYXBge2zxjcWTmPfvpSalws0oQ7cjeUXW9XySuZldOnFA9qqoP3QMIC1PDP/WeUmVlsGkTxMdX1H61JdgrmGC3CAjbzrr1tm8k/nbwNwAu7HKh3THt2qUSp+Hhdj9FtCIDT59+6z2l9KTU2LHOaY8wNklKCbsFB6tiiqXV6ltLUsqYbhl0CwDvbWzcVPH6TF4DIgY4rE3CMeLi1GNw7ghKykv4K+2vFnndCT0nsPamtUzvP926rLbaGsLx6uopNaTjEFxMLtaeF43x+84tELKPri6jCfYKrnPbXr3AxaVqUspslmKgrd3xUlXAPsJXklJ1SUgA9lxCFAPxdfMl2j/auq6+3if6EC+9MDbYrilVWl5Knw59uKjrRfh7+Duy+VbSU8p+euIwoFglpXYe3UmZpYy7F9/N2rS11u1qm3kP1HdgTIxKSmma+v8vKqq7npSuT0Qv8Mrhzy01C9ufKDzBxvSN9OvQjxBv+3pKnTypfp+7d5dZ2tqqgABITFS/swcPqqLngwerXppCtDRJSgm71TYDnySljOnirhcT6RvJV9u/4nihjXGd9diUIT2lWqvYWPVoTh0BqLokLcHdxZ3BHQcTHxRvXXbkiEqIe3q2SBMMra6eUgGeAQzuOJjtR7eTfqpxs3X9cvhrAEZF1D10D1TR5MRENYypuFglpYKDVaJKtF4ny1RPqehAuaqpS+fO6vH8Q+v5c+KfVeq11Vc8+vzO59MluAvf7v6WlJOqy0xgoKoBU3n4npuLG/MmzuO7q7/j00/h4osrJg5wlO3bVaIkMdGx+22P9CST+8mKnlK/pP7C2+vfrpJgrG3mPV2nTqo49bFj9hU51/WLVJnD7VnbKSmpuu6P5D/Q0BgVP8rueHbvVo9ST6ptS0pSnQ2ee079W4buCWeRpJSwm17IXJJSAtQJ74yRM3j9wtfxcGl4RcS9x/cS5BlEp4BOzdA60RQBAerznLv1dFKqBepKlZaXklOUU2VZeTlkZMjQvZYSEaEuMGurKTUmXtWl+fXgr43af8f9j8Kni7iq73i7tu/XTw1P2bFDJaVk6F7rd0rLBIuZyED769IYUUKCejx4EHzdqhYbr694tNlk5t4z7uWqXldZi2WbTOp7svrwPd0LL8CPP6oLznzbk142mMy81zB6Uqo8szsmTOw8upOPd6mC9XcOvtO6XX29gyvXlbKnyLmud3hvvEtjKDPnsXVr1XX60L1z4861KxaQelLthZ7QnDNHPUpSSjiLJKWE3fSeUtXrSulJKRlWYTy3DLqFW5NurXMWrdrsvXsvW27f0uQZvUTziIuDrD2xPHDmQ1VOmJvLuiPrCHohiIeXPmxddvSouvCRpFTLcHVViSlbPaWgolhyY4fwHdrvAXsvZmCPuofu6fS6UitXQkmJJKXaAv+i3nDoXAL8pEtbXYKD1eQxBw5UXa5pagYsqPti/84hd/LZhM9ICEqwLouMhLw8VWZB0zTuXXIvC3YsICMDaxJi3Tq46iqV7G2q/ftVL0YZumcf/XcsO92b/5z/H8Z3H8+azDUkRSYxpOMQ63Z1Dd8DNXwP1BC+detUQnKgHR3Obxp4E8+EpMCu8TWKnQ+PHc6Vva5sUO0xSUq1D3pSqqxMvUcHSEUN4SSSlBJ2q2v4np+fuqARxlRuKa/Sy2VT+iZOFp2s8zlmk7lKHQ3RusTFqQukWzs/z4SeE5r99fQi5/GBVYfugSSlWlLHjurGQ1FRzXVnRp+Jt5s3Sw8sbfCsmzuP7mRfcgGhoepi3B79+6vHX093zKqrkK9oHQYe/BQ+Woqvb/3bGpnJpHoYHT6sEju6Z56BP/5QvaSi7fx5PJyrssiV60rtPrab1/96nfc3vW/9/Nx3H5x5JvzwA9x+u/p+bwopct4wlWdI/OfQf5J2SnVJvWPwHVVuztX3u6f3lNqzB7ZsUUMn7flONZlMNWZb003oOYF5E+cR4Blgbzj1DjMVbUP//hXD4i++WOqDCeeRpJSwmz58z1ZPKRm6Z1x7ju0h4Y0E7l58Nwt3LWTk3JEMfG8gszfNBqDMUlYjQbX32F7SctMafGErWo5e7PzQoZZ5vTVpawAYGiMz7zmTXhtG761RmYerB69e8CrvX/o+Gg377E6YN4ms6yOI65Zn93P0nlK/n55kTHpKtX55pw+vJKXq17kzaJqJtDQ3AN5/H554Qs1ktmiRGkpbn4eXPkzPt3qyNXNrlRn4fj2gMlFj4sew9HTHxssug++/h65d1Wv9+99Na78UOW8Yf381zDE9HU4WneTjLR8T5BHEVb2uqrJdfT2l9KTUokWqd4s99aR0HjHbMfX5vNYZ+Bpi1y5wc6sYiiraJm/vis+wDN0TziRJKWE3W8P3ysshJ0eSUkYWHxhPcVkxn2z5hPHzxrM8eTlDOg4hMSSR1JOpXPbDZdz6w61VnvPg0geJfjWaPcf2OKnVoj56Umr3gXyumHcF1yy4pllfb3XqanzdfekVVnGFI0mplnf++epx8WLb628ZdAsXdrkQs8n+04edR3ey89h2OJJEtzj7sxUREeoCPTdX/VuSUq1bRl4G+/1nQ8TfkpSyg34xn5LiyqJFcNttKpn344/2X+jHBcZxquQU4z4fh2+EKjKfng5LD6pM1Kj40fzyi7rwPPNM9RlaskR9rp58Ej74oPHtX7lSPQ4a1Ph9GEnlul9bM7eRX5rP+THn4+ladRYPe5NS+v9/Q5JSj/5xL9qEa9iecoSCArXsqWVPceO3N5KRl2H3fkpLYd8+leCUURJt3+23w5gxcN55zm6JMDJJSgm72Sp0fvJ0BxhJShmXm4sb9w+9H7PJzKSek/jzhj9Zc+MaLu52MRG+EZRr5Xy14yt+2veT9Tkb0zfi7eZNl+AuTmy5qIuelDqS4s3atLV8t/s7SstLm+W1DuceJu1UGkM6DsHFXFGLRpJSLe+CC9Tjjz/WvV25pdzufc7fMV/9ZcdE66xj9tKH8IEkpVq7LZlb2NfrJuj7qRS+toOeeFq0yIfJk02YTLBgQcOSPLcl3ca9Z9xLyskU5pkuA9dCDqeV8/vB3wn1DsUjpy9paTB8uJqdT3/dH38EHx+45RaVmGpop+XiYjXMMDoaunVr2HONLDISCgqgp/+ZzJ80nxlnzKixzZEj6tj4+dneh15TymJRj/YUOdfpN30swTvYpCZA5rNtn/Hxlo/xc6/lBW04cED10pKhe+3DbbfBL7/IhAXCuSQpJexmq6eUzLwnAB446wGKHyvmy0lfMjRmqLU+gpuLG/8+Q40RuPPHOyksLeRYwTFSTqbQP6J/lQSEaF30pFTyIRMj4kaQX5rPxvSNzfJaej2podFDqyyXpFTLCw9XFzmbNqmZD225esHVRL8abZ35qy6apvHZts8wYYadVzQ4KaUP4QNJSrV2mXmqp45HaQepS2IHPSn19dd+FBaamDOnoqdiQ/zn/P8wrts4DpT8BZdP5++s9ZwsPsmo+FH8ulSd5lfvATFoEMyfD+7ucOONMHVqxdBLe6xerZIrY8ZIDZqG0H/LsjJdGN99fI2ZizVN9ZSKjKz9/9XXt+Kc28WlauK+PtaeyOHbWb9e3RDac2wPZ0Sf0aAJa6SelBDC0SQpJexmq6eUnpQKtm8yJdFOmUwmXM22+3AP7jCY6f2ns//Efp5b+RybMtTtuYERdkwXI5wmNlY9HjoEI2JHALDs0LJmea3OwZ35x5B/cGGXC6ssl6SUc4wdqx6XLLG9XtM0MvIy7EpSbkzfyK7sXUQXj4G8CElKtWOZ+Sop5VnewcktaRsqfxaef97ClCmN24+L2YXPrviMbgF9ofc8FrnciIvJpUo9qTFjaj7vwgth7VpVVP3jj9UwsG3b7HtNfb8y3KdhKhejtyU3FwoLax+6p9OH8PXu3bDeLT3Deqq/hG1n3Tr4/aAq2DcqbpT9O6Fi5r0ePRr0NCGEqJUkpYTdpKeUaKznRz9PsFcwL6x6gS+2fQHAgEiZd7Y1CwhQn+vKSanlycub5bUGRg7k9bGvM6zTsCrL9aRURESzvKyohZ6Uqq2u1JgEdYW79MDSevf12dbPAAhIUVfcDS2KK0mptkOvSeOjyQfWHnFxMH68xr33nuCBB5q2Lz8PP+Zd9j3supReG5Zy4qETTOx+Nb//rno/9ulj+3m9e6uZ2KZOVYmGIUNg9uz6h/PpSanRo5vWbqOpPAOfLfbeiNGTUg2pJwXQK1z1lDJ1UD2lfj90OikV37iklPSUEkI4iiSlhN0CAlR3Yls9pSQpJeoS6h3Ki2NepMxSZp2Vb2Ck9JRq7eLi1ElyrG83Ovh0YGXKSruGbDnKkSPqgsrNrcVeUqAuTIOD4eefVd2Q6hqSlHps+GO8N+498tdfjpdX/T0AqktMrKiFI0mp1i3j9PA9f7P0lLKHiwvMn6/xj3/kOGQIXL+4Trgt+JbjKRH4efixc7Mvp07VP8TOxwfmzoU5c9S/b7qp7pn5cnJUIqtPH+ggh7pBKs+QaEt9Rc51jU1KBXoGEuUXhanDdnbv1liw8Vc8zJ6cGX1mg/aj96jTZ2sVQoimkqSUsJuLi0o+SU8p0RjTB0xn2+3bWHrdUh4f/nhFN3LRasXFqTvmhw+buKTbJQzrNIzjhcfrfV5DbEzfyCWfX8J3u7+rsry0FLKyZOieM7i4qILnOTnw118118cFxtE5qDOrUldRUFpQ576CvIKY3u9mUvf7kZDQ8Pozbm7Qty+YzSpBKVqv9FyVlApwlUyFM5hMKpmhJzZ++UU92jvEbto0WL9e3YB89VUoKrK93e+/qyLbtoYEirrVN3zP3qTU1VerXmqXX97wNrx90dvc2+Fb3P1zyU3rSPHukZx9pgdvvAFHj9b//G3bYMMGGDiw9mLsQgjRUJKUEg0SEiI9pUTjmE1meoT1YHTCaJ4+92ncXdyd3SRRD73Y+aFDMOvSWfx47Y+E+zg2M/BH8h8s2rOIw7mHqyzPzFQJMUlKOYc9Q/hKyktYmbKy1n3syt5FuaWclBTV46qh9aR0772nijL7+zfu+aJlPJz0AsybT5C7dGlzlshINStyQQF11pOqTc+eKuGRkwMLF9reRupJNZ6jhu+dfbY6Do1J1F/W/TJevnskmckBvHfGn5yd/AMbNsA996jZFPVkZm1efVU93ntvw19bCCFqI0kp0SDBwepkR7+DJkkpIdqvykmp5rL6sJp5r/rwASly7lwXXKAea0tKXZp4KVf3vppAz0Cb6wtLCxkyawiD3hvEvn2qQE1jk1L9+8P48Y17rmg58Z4DYOcE/HxlVlVn0b8v9+yBNWtUzZ/o6Ibt44Yb1OMHH9hev3Sp6sF4zjmNb6dROWr4niMEBsLNN8PKFWb27YPHHoOSEpVsKi+3/ZyMDPjkExXHVVc1fxuFEMYhSSnRINWLnUtSSoj2q3pSaufRnVz79bX8mfqnw15jdepqvN286duhb5XlkpRyrvBwSEqCjRvVhUh1F3W9iM8mfMaQjkNsPv/7Pd9zquQUZ8eczYEDasxeY5NSom3Iy1OPvr7ObYeR6cmML75QvRMbM8QuKUkVQF+6FFJSqq5LSVEJr6FD5Tg3RmCgqpHnzKTU3mN76fu/vpieMll/yzt3VnXEJkyAHTvUbIy2vP22SlzdfTe4S2d3IYQDOTwpNXPmTC6//HKSkpJYv359lXUWi4WXX36ZkSNHcv755/Ppp586+uVFMwsOVo/6ED5JSgnRflVPSu09vpfPtn7GC6tecMj+D+ceJjU3lcFRg3E1u1ZZJ0kp59OH8P30U93bbUrfRHFZcZVln25Vv+9T+k7hwAG1TJJS7VdWfhYX/ZQAF94ryQon0r8vP/lEPTYmKWUywfTpavj0hx9WXdeYIYGigl73q6nD95oizCeMrVlbAXh2xbNV1j3zjKrf98QTNWuKFRaqpJS3N9xyS/O1TwhhTA5PSnXr1o3HHnuMjh071li3YMECNmzYwNdff83777/PJ598wtq1ax3dBNGMpKeUEMZRPSk1rts4eob15Lvd37Hz6M4m7/+P5D8AGB47vMY6SUo5n56U+vHH2rf5avtXDJ41mKeWP2VddqLoBEv2LyEhKIEzo88kLU0tj4lpxsYKp0o/lU560UHwOiZJKSfSe9ikpakJC0aObNx+pkwBV1c1I5/FUrFc6kk1XVSU6lWo9yysLD0dPD1VsfnmUnnI9blx51ZZ1727Gr6ZmqoSUJV9/LE6958+veIGtRBCOIrDk1ITJ04kKSkJV1fXGut+/PFHpkyZQnBwMJ06deLyyy/nhx9+cHQTRDOqradUYKBTmiOEaEb+/uozryelzCYz/zrrXwC89OdLTd5/bnEuwV7BnNOpZnESSUo535Ah6vj//LMaCmTLufHnEuodygurXmDN4TUA/Jj8I2WWMq7pfQ0mk8k6o1NYWAs1XLS4zHw18x55EZKUcqLKw76GDGl8ciM8HC65BA4ehOXL1TKLRSWl/P3VED/ROHXNwJeern7zGjpLaUPpPZPPijmrxronn1SJsZkzVdF8UMf+1VdVu+65p3nbJoQwppqZo2Z04MABunbtav13ly5dWLmy9pl7SkpKKCkpqbLM1dUV9zY4kNly+laTpfItpzZIJaXMHD1qwWKB48dN+PmB2axRW2jtJfbGMHLsYOz420vscXEmNm2CwkINDw+Y3Gsyj/32GJ9s+YQZI2YQ7V+ziq69sd8y8BZuGnATmqbV2DYtzQSYiIiw1Prd0lq1l2NvMsF555mYN8/E6tUWzj675jbBnsG8c/E7jP9yPFO/mcq6m9bx7cFvAbi699VYLBaOHjVhMkFQUO2/E+2B2WzcMp2ZeaeTUvkdJCnlRJWT+E3tzTR9Onzzjeotde65sG0bHD0Kl12melGJxtGP0ZEjFb2RQfVCysuDfv2avw2bbt3EurR1NpNS0dGqZtRLL8F//qNqTS1ZArt2qWNf6TJOCCEcpkV/VgoLC/Hx8bH+28fHh4KCglq3nzNnDrNmzaqybNKkSVx55ZXN1sbmlpqa6uwmNEl5uQ8QzoEDOSQnn+TYsU74+WkkJ9cfV1uPvSmMHDsYO/62HntYWDia5sOaNYeJi1PdZaZ2m8rMDTP59y//5tGkR2t9blNiT07uiNnsRmFhMsnJjd6NU7X1Yw8weLAv8+aFMW9eLtHRJ2xu08+zHxM6T2DB/gXc8909vHz2y6xMX4lXvhfJ+clkZMQQGGji8OEUm89vL+Lj45v0/Pnz5/PNN9+wb98+brjhBm699VYHtcwxknOS+Xrn14yIG8HAyIFV1lX0lJKklDNV7inV1LpPY8dCRATMnw9vvgm//OKY/Rpd5Z5SlZNSc+aox+E1R7M7XO/w3vQO713r+ocfhvfeg1degbvuUo8A//xn87dNCGFMDUpK3XjjjWzevNnmuhtuuIE77rijzud7eXmRn59v/Xd+fj7e3t61bj99+nSuvfbaKsvack+p1NRUYmJi2vTd1MRE9WixBBEdHcipU2Y6d9aIjY2t9TntJfbGMHLsYOz420vsPXua+OknKC3tiP4xfzDiQf46/hcX9b7I5mffntj/zvibXdm7OC/hPEK8Q2qsz842EREBCQm1f7e0Vu3l2ANccw088ACsXh1AbKx/rdvN6jCLte+uZe6uuYyJGcODox/EbDajaapHbUICdf5OCAgNDeWWW25hyZIlzm6KTX+l/cU/f/4nD571YM2klPSUahVCQ8HNTc3wduaZTduXqytcfz28+CLMmyf1pBzF1vC90lJ44w117O66yzntqiw4GB56CB59VNUX+/VXGDQIzqk50l4IIRyiQUmp2bNnN+nFEhIS2Ldvn3UI3/79+0lISKh1e3d39zaZgKqL2Wxu0xcpek2QEydMnDqlBr0HBZkwm+sfAN/WY28KI8cOxo6/rceud/5ISTGjhxHgFcDS65fW+9y6Yv9k6ye8uuZVvp38LZcmXlplXXGxGsqQlIRd3y2tVVs/9qAuoJKSYP16E1lZKlFoS5B3EHMum8N9P91HoEegNfbcXDWFeFhY2z6WLWHk6arUq1atcm5DajEqfhQASw/W/OwHeQURoiVyLLejJKWcyGyG114DX1+V4Giq6dNVUurdd9Xwreho6Nat6fs1Mn34Xnp6xffhggWquPh117WeOor/+IdKlOnJyPvvb/5aV0II43L48L3S0lIsFguaplFWVkZxcTHu7u6YTCbGjh3Lxx9/zJlnnkleXh4LFy5kxowZjm6CaEZ6ofNjx2TmPSGMoPoMfNUVlhZiNpnxcPVo0H71mfeGdRpWY51+B7m1nJwb3dixsH49/Pab6jlVm9EJo9lw8wYOpx62LpMi583DGTU3gz2DGRAxgE3pm8jKyyLUO9S67uGzHyZz/iO8cdSEt7f9deDaS/21xmqO+G+7Td930/fVrRsMHWpi9WqVjZg0SUPTNDSt6fs26rHv0AHAzJEj6j+xvNzCyy+rGor33NN6aih6ecHjj8Odd5qJjta44grH1QQ06rEHY8cOxo7fyLHbc4PW4UmpO++8k40bNwJw1+k+qN999x1RUVFMnDiR1NRUxo8fj5ubG1OnTmXIkCGOboJoRiGnR9lIUkoIY6grKfXj3h+ZtnAaz4x6hlsG3WL3PnOLc9mUsYk+4X0I9qo5t7TMvNe66DNtbdtW/7YuZpcq/5akVPNwVs3NwSGD2ZSxia/WfcVFcRdVWZeREQr4kZubTnJyie0d1KI91F9ritYc/6WX+rJ6tfoA9+t3lOTk/Hqe0TCtOfbmUFZmBmI5dKgYgG++yWL9+iiGDi0kODijVdVQHDMGbrwxmLPPLuTIkUKH799ox74yI8cOxo7fiLHbU3PT4Ump9957r9Z1ZrOZ+++/n/vvv9/RLytaiJ+fqjNw/LgkpYQwAr0MkK2kVNfgrmQXZPPCqheY2m+q3b2lVqeuxqJZOKeT7QIVkpRqXXr2VI87djT8uVlZ6lGSUo7lrJqbV5RfwXvb32Nz3mZuj73duvzrnV+T7RUBDKNr10jsLR/WnuqvNUZbiP+22+DppzUKC01MnhxKhw6h9T/JDm0h9ubQqRO4uWmcOOEJwOefqzHRDz/s0Srr7qnLOj+H7tOoxx6MHTsYO34jx24PmdRVNIjJpIbwSU8pIYzB31995m0mpUK6cl2/6/ho80e89OdLPDb8Mbv2qQ/dGx5re5ohSUq1LvHxqnByY5JSek+p8HDHtsnonFVzc3jscDxcPNiQvsF6Ul1uKeeqBVfh06E3sBl//4r6c/ZqD/XXmqI1xx8YCO+8oxLMkZGOb2Nrjr25REZCerpGcrIr335rIjERxo1r+OemrTPisdcZOXYwdvxGjr0u8j8iGiw4WHpKCWEkcXEqUVRcXHPdi2NeJNAzkGdXPMuBEwfs2t/K1JUAnBMrPaXaAhcXNfPq/v1QVNSw58rwPfvpdTgtFgvl5eUUFxdTXl7u7GZV4eXmxebbNrP2prXWZdkF2Vg0C65FHQCk0Hk7dP31ahZO4RiRkXDypIm33w5E00zcdx+GS0gJIURl8hUoGiwkRM2mdPh0LVtJSgnRvsXFgaap2YGq6+DbgZmjZlJUVsRdP96FVksF3GPHYPx42LgRvp38LUuvW0qUn+2skySlWp+ePVXh5L17G/Y8SUrZb/bs2Zx99tksXLiQDz74gLPPPpsff/zR2c2qITE0sUrtsMz8TABMBSop5ePjlGYJ0Wbov20LFvgSEqJx3XXObY8QQjibDN8TDabPwLdvn3qUpJQQ7VvlYuddutRcf8ugW/jg7w9Ym7aW1NxUov2ia2zz3XewcKHqbfXjj4GMThhd6+vpiQ9JSrUePXqoxx07oE8f+58nSSn73Xrrrdx6663OboZdsguy2XNsD2fFnEVmnkpKaaci8PRUdSeFELWLjFSPFouJ227T8PZ2bnuEEMLZ5NRBNJg+A9/+/epRklJCtG91zcAHasa1z674jGCvYEK8Q2xOd7t7t3pcsiqdgykhxHeyXQ9n715Yswb695dERmvS2GLnkpRqfyyahcT/JmLCRNa/ssjIywCg/GQHGbonhB30Gy7u7hp33KEBJqe2RwghnE2G74kGk55SQhhLfUkpUEXPQ7xVxtrWEL49e9SjdtlUEucEkn4q3eZ+3n9fPd5ySyMbK5pFU5NSoY6ZsEu0AmaTmZFxIzlWeIzNGZutw/dKcyQpJYQ9ok93Jr7kkjwiIpzbFiGEaA0kKSUaTO8pJYXOhTAGPSl18GD9265OXU3SrCR2ndhVZfnu3WB2LYOYP7EUBNHBp+aZeEkJzJkD3t5wzTUOaLhwmC5d1LCsnTsb9ryjR9XsXW5uzdIs4SRj4scAsPTAUi7pdgkfXv4RxXvOkaSUEHaYOBGeeELjoYeOO7spQgjRKkhSSjSYnpTSBQY6pRlCiBYSG6se6+oppTuUc4i/M//m8TWPU2YpA6C8XPWsjE7aBO75lO8fzurVNYcrfPutSmJMngwBAQ4MQDSZu7tKTO3ZA6Wl9j/v6FEZutcejUk4nZQ6uJTE0ESuTLwOy/E4SUoJYQcfH3jySY3Q0JpD3YUQwogkKSUaTB++B+DvL0VNhWjv/P3V596epNTk3pMZHT+aDUc3MGLuCPYf309ysuoF5dvrD7VR8nA++KDmc2fNUo8ydK916tlTJaT0eoL1yc+HwkJJSrVHXYK70CmgEyuSV1BUVkRenlouSSkhhBBCNJQkpUSDVe4pJUP3hDCGuDg4ckTNnlcXk8nEJ+M/YUTUCNakraHfO/14fcUsQKM4QiWlAnPP4csvsV7IAhw4AL/8omZ2GzKk2cIQTdDQulJS5Lz9MplMjIkfQ2FZIVEvR3H51+cBmiSlhBBCCNFgkpQSDVa5p5QkpYQwBr2uVEpK/duG+4TzwegP+O/Y/2LRLPzv0D8gMJkM95UEewVz/die5OXB/PkVz6lc4NwkExG1SnpSyt66UpKUal9SUmDxYsjJUf++Lek2vrnqG4rLi9l1fCtgkqSUEEIIIRpMklKiwaSnlBDGY88MfJWZTCZuT7qdjbdu5Nycj+FUFLd0fYZHhz3KDdPVT8+cOWrb0lL1d09PmDLF4U0XDtKjh3qUnlLG9PLLcNFFsGmT+vfgjoO5pNslFJUVEeTWAZDhe0IIIYRoOKkGJBpMekoJYTwNTUrpuod2p2xLdyiHB8+93Tr99cCB8McfqgD61q2QkQHXXy8TJ7RmiYmqF5u9SamsLPUoSan2QZ/wIDm5Yll2QTYWzYKPWZ0YSFJKCCGEEA0lPaVEg3l7g4eH+rskpYQwhsYmpUDN2ObvDx06VCybPl09zp0rBc7bCi8vSEiAXbvUjIr1kZ5S7YutpNTMFTMB2J23DpCklBBCCCEaTpJSosFMporeUpKUEsIY4uPVo731hHT5+XD4cEUvG90114C7O7z7LixZouoVnXWW49ormkfPnlBUZF9yUk9KhYc3a5NEC7GVlDoz+kwAhvhcCUhSSgghhBANJ0kp0Sh6XSlJSglhDD16QESESiBVnjWvPnv3qsdu3aouDw6Gyy+H7GzQNLj5Zilw3hbodaXsSU5KT6n2xVZS6uo+V7Ni+grGe74BSFJKCCGEEA0nSSnRKJKUEsJYXFxg8mQoLIRvv7X/ebt3q8fExJrr9CF8Hh5w3XVNb6NofvoMfPbUlZKkVPsSGqqGcFZOSgEM6zSMsgKVjZKklBBCCCEaSpJSolFk+J4QxnPNNerxs8/sf05dSanzzoMrroDHHqs6q6dovSQpZVwmk+otlZoKFkvVdXrvSUlKCSGEEKKhZPY90SjSU0oI40lKgi5d4KefVMLBnmTDnj3qsfrwPVC9rxYscGwbRfPq3l092puU8vOrmBhDtH2xsarQfUYGREVVLJeklBBCCCEaS3pKiUa55BIYNEj9EUIYg8mkekuVl8P8+fY9R+8p1bVr87VLtBw/P4iJUTWlNK3ube1NXIq2Q5+Fs/oQPklKCSGEEKKxJCklGuXSS2H9elVjQghhHFdfrR7tGcKnaSopFRMDPj7N2y7Rcnr2VEmIw4dr36aoSG0jSan2xVaxc5CklBBCCCEaT5JSQgjRyphMJhYuXOjsZtjUvTsMHAgrV9a8MK0uMxNOnbI9dE+0XfbUlZJ6Uu2TnpQ6dKjqcklKCSGEEO1TS1yXSFJKCGFoq1evxsXFhYsvvrhBz4uLi+O1115rnka1cnrB8y++qHu7uoqci7ZLklLGJT2lhBBCiOZj1OsSSUoJIQxt9uzZ3H333fzxxx8cOXLE2c1pE666StWXqm8In56Ukp5S7UuPHupx587at5GkVPskSSkhhBCi+Rj1ukSSUkIIw8rLy2PevHncfvvtXHzxxcydO7fK+u+//57Bgwfj6elJaGgo48ePB2DkyJEkJydz3333YTKZMJlMAMyYMYP+/ftX2cfrr79OnF4dGFi3bh3nnXceoaGhBAQEMGLECDZu3NicYTpcdDSMGAFbtsC2bbVvt3ev+n+RnlLti56Ukp5SxhMZCa6utpNSrq7g7u6cdgkhhBBtXUtcl7z22mut8rrEtcVfUQjR7vXrB1lZACbKy2NwcTE1+2uGh8PmzQ17zpdffkn37t1JTExkypQp3HvvvTzyyCOYTCZ++OEHxo8fz//93//x0UcfUVJSwo8//gjA119/Tb9+/bjlllu4+eabG/Sap06dYurUqbz55ptomsbLL7/MRRddxN69e/Hz82tYAE50zTWwbBl8/jk8+6ztbWT4XvsUHAwRESoppWmq11x12dnqUZJS7YuLi5q4IDm56rHPy1O9pGy9F4QQQghnqrguaTlyXdIwkpQSQhjW7NmzmTJlCgAXXnghJ0+eZPny5YwcOZJnn32WyZMn89RTT1m379evHwDBwcG4uLjg5+dHREREg15z1KhRVf793nvvERgYyPLlyxk3blwTI2o5EybAnXeqIXzPPGP7YnTvXvDwgE6dWr59onn17Am//aaK2dv6CGRlqTeEJKXan9hYOHgQjh+HkBC1TE9KCSGEEKJxjHxdIkkpIYTD6XcGLBaN5ORUYmNjMZtb1y303bt3s3btWr755hsAXF1dueqqq5g9ezYjR47k77//bvDdBntkZmby2GOPsWzZMrKysigvL6egoICUlBSHv1ZzCg6GsWPhu+9gzRoYOrTq+tJSOHBA9ZJycXFOG0Xz6dFDJaV27LCdlJLhe+1X5bpSlZNScqyFEEK0Rg3tseQMRr8ukaSUEMKQZs+eTVlZGVFRUdZlmqbh4eHBf//7X7y8vBq8T7PZjKZpVZaVlpZW+ffUqVM5duwYr7/+OrGxsXh4eDB06FBKSkoaF4gTXXONSkp9/nnNpFRqqhtlZSYZutdO6TPw7dwJ1W6yAZKUas8qJ6UGDlQJ6OJi6SklhBBCNJbRr0uk0LkQwnDKysr46KOPePnll/n777+tfzZv3kxUVBSff/45ffv25ddff611H+7u7pSXl1dZFhYWRkZGRpUfgL///rvKNqtWreIf//gHF110Eb169cLDw4NsvQBPG3PJJeDjA59+qobyVHbwoLrnITPvtU96Umr7dtvrpaZU+1V9Br78fPUoSSkhhBCi4eS6RHpKCSEMaNGiRZw4cYIbb7yRgICAKusmTJjA7Nmzeemllxg9ejSdO3dm8uTJlJWV8eOPP/LQQw8BEBcXxx9//MHkyZPx8PAgNDSUkSNHcvToUV588UWuuOIKPvvsM5YsWYK/v791/127duXjjz8mKSmJ3Nxc/vWvfzXq7kdr4O0N//gHPPccPPggvP9+xboDB9wAKXLeXvXpox43bbK9/uhR9f7w8Wm5NomWUT0plZenHiUpJYQQQjRcS1yXTJw4kSVLlrB48eJWeV3i8J5SM2fO5PLLLycpKYn169dXWffuu+9yxhlncM4551j/CCFES5s9ezZjxoyp8cUP6st//fr1BAcH89VXX/Hdd9/Rv39/Ro0axdq1a63bPf300xw6dIjOnTsTdro7SI8ePXj77bd56623GDBgAFu2bOH++++v8donTpxg4MCBXHfddfzjH/8gPDy8eQNuRo8/DgkJMHs2LF9esfzAATU3vCSl2qeQEOjcWSWlbPXwPnpUekm1V5KUEkIIIRynJa5L+vXrx9q1a3nggQdqvHZruC4xadUHGjbR/PnziYuL49///jePP/44SUlJ1nXvvvsuWVlZPP744458yTbBYrGQnJx8uuCzsUZNSuzGjB2MHb+RYv/lFzj/fJWA2rwZ3NwsDB1azNq1XmRnVxRDNgqjHPurr4YvvoANG1RtIVCx792bTPfu8SQlwbp1zm2jcLziYvDygv79YeNGWL8eBg+Gm26CWbMati+jfFZqY+T4jRw7GDt+id2YsYOx4zdy7PZw+PC9iRMnqh27Nn3XJSUlNYpsubq64u7u3uR9tzSLxVLl0UgkdmPGDsaO30ixjx4N115r4tNPTcycqfH44xYOHHAjJEQjKEjDAP8FVRjl2A8eDF98YWbNGgv9+6tlFouFEyfUdIuhoRoWi0Pve7VqRjnJ9PCAyEjpKSWEEEIIx2jxmlK//vory5Yto0OHDtx0002MsjVtz2lz5sxhVrXbbpMmTeLKK69s7mY2m9TUVGc3wWkkduMycvxGif3ee8388EM0zz1npl+/LLKzoxg0qIjk5HRnN81p2vuxj4nxAKL4/fd8xo6tKIp5/Li6ceTtnUdyctss4t8Y8fHxzm5Ci4mNhdWrVUJKklJCCCGEaIoWTUqdd955TJgwgcDAQNatW8fDDz9MeHg4vXv3trn99OnTufbaa6ssa8s9pVJTU4mJiTHM3VSdxG7M2MHY8Rst9thY+M9/4KabTNxzTyQAvXq5E6sXoDEQoxz7sDBwcdHYudOX2FhV0dxisbBy5VEA4uIqlov2RU9KJSdLUkoIIYQQTdOgpNSNN97I5s2bba674YYbuOOOO+p8fkJCgvXvQ4cO5YILLmD58uW1JqXc3d3bZAKqLmazuV1fpNRFYjdm7GDs+I0U+w03wCefwLJlJgC6dzfOkCZb2vux9/VVs/Bt3gz5+Sb8/NTy48fV8L3wcBNms8mJLRTNpXKxc0lKCSGEEKIpGpSUmj17tkNfvD2frAshhNGYTPDuu9C3r0ZxsYlu3ZzdItHcBg+Gv/9WBa9HjFDL9KSUzL7XflVOShUXq79LUkoIIYQQjeHwrFBpaSnFxcVomkZZWZn17wDLly8nLy8Pi8XCunXrWLx4McOGDXN0E4QQQjhJt27w0ksanTqVcvbZzm6NaG5DhqjHSrMSc/y4OrWQpFT7JT2lhBBCCOEoDq8pdeedd7Jx40YA7rrrLgC+++47oqKiWLJkCTNmzKC8vJyoqCj+7//+j379+jm6CUIIIZzozjth3LjDhIcbr56U0dhKSh07Jj2l2rvKSSn975KUEkIIIURjODwp9d5779W67rnnnnP0ywkhhBDCSXr2BG9vSUoZTeWkVEiI+rskpYQQQgjRGFLUSQghhBCN4uoKgwZBSgpkZqplUlOq/fP1heBgGb4nhBBCiKaTpJQQQtgwbdo0Lr/8cmc3Q4hWb/Bg9bhunXo8ftyMu7tmnY1PtE+xsZCeDsePq39LUkoIIYRoHu39ukSSUkIIwzGZTHX+mTFjBq+//jpz5861PmfatGnW9W5ubnTo0IHzzjuPDz74AIvFUmX/cXFxuLi4kJCQgIuLi/V5zz//fAtHKkTzq15X6vhxF8LD1WyMov2KjQVNg5071b8lKSWEEEI0XEtcl9jab2u6LnF4TSkhhGjt0tPTrX+fN28eTzzxBLt377Yu8/X1xdfGFdaFF17InDlzKC8vJzMzkyVLlnDPPfcwf/58vvvuO1xdK75Sn3rqKS688EKio6Mxm1X+30+6joh2qHJSqqwMcnJciI/XnNso0ez0ulL796tHSUoJIYQQDdcS1yVPP/00N998c5Xnt6brEklKCSEMJyIiwvr3gIAATCZTlWWg7kDk5OSwcOFC6zIPDw/rdh07dmTgwIGceeaZjB49mrlz53LTTTdZt/Xz8yMsLIyIiAhrUkqI9iguDkJD1fC97Gy1LDTUqU0SLSAuTj1qmuoV5+Xl1OYIIYQQbVJLXZdU32drIkkpIUSziHw5EoDy8nJcXFysy8d2GcsHl30AwPsb3+fx3x+3+fwFVy7grJizABg6eyiHcg7V2KZHaA9+m/qbg1veMKNGjaJfv358/fXXVb78hTAKk0nVlVq8GP76Sy2TIuftn95TCsDHByT3LoQQorXSr0uqk+uS1kFOIYQQoom6d+/OoUOHqix7+OGH6d27N/7+/tZutytWrHBOA4VoZvoQvh9/VIWkJCnV/lVOSsnQPSGEEKJ1sHVd8tBDD1mvR1rjdYn0lBJCNIv0+9OxWCwkJycTGxtrcwjbTQNv4qaB9WfxV9+4ujma6DCapmGqVtX5gQceYMyYMXTs2NEae8eOHZ3RPCGanZ6UWrxYPYaFaYBUOm/PJCklhBCirUi/P73ebdrzdcm//vUvpk2bVmVZa7oukaSUEEI00c6dO4mPj6+yLDQ0lLi4uFoTckK0J4MHq8e0NHUSJDWl2r/gYDVsLz9fklJCCCFEa1HbdUmXLl2c1KL6yZWSEEI0wW+//cbWrVuZMGGCs5sihNOEhUHl8x8Zvtc4J06c4J577mHYsGFcccUVrF271tlNqpXJVNFbSpJSQgghhPO11esS6SklhBB2Ki4uJiMjo8rUq8899xzjxo3j+uuvr7LtqVOnOHr0KB4eHtaeUt7e3vj7+zuj6UI0u8GD4eBB9XdJSjXOCy+8QEhICEuXLuWvv/7ikUce4euvvyYgIMDZTbMpNhZ27JCklBBCCNHSGnpdkpGRUWVZa7oukaSUEELYacmSJURGRuLq6kpQUBD9+vXjjTfeYOrUqTWG6D355JM8+eSTVZbdeuutvPPOOy3ZZCFazJAh8OWX6u+SlGq4goICli1bxrfffounpycjRoygc+fOLF++nEsvvbTKtiUlJZSUlFRZ5urqiru7e0s2mU6dTIAJHx8Ni0Vr8PMtFkuVR6MxcvxGjh2MHb/EbszYwdjx2xt7bdtpmoamadblmqbVuC7p27cvr732GlOnTsVkMlXZxxNPPMETTzxRZZ+33HIL//vf/5ocW33sKWNi0jSt4WcRosHqK/jcnknsxowdjB2/xG7M2MG48a9YAcOHq79nZ1sICTFO7I6wa9cu7rjjDn77rWI66RdffBF3d3fuvffeKtu+++67zJo1q8qySZMmceWVV7ZEU63+978AXnopmAkTTvHSS9kt+tpCCCGEaP2q17eyRXpKCSGEEKLJBg4Es1nDbIbAQGe3pu0pLCzEx8enyjIfHx9OnjxZY9vp06dz7bXXVlnmjJ5S/fqpx4gIX2Jjfere2AaLxUJqaioxMTGGSuDqjBy/kWMHY8cvsRszdjB2/EaO3R6SlBJCCCFEk/n4wMSJcPx4ASaTl7Ob0+Z4eXmRn59fZVl+fj7e3t41tnV3d2/xBJQtI0ZATAyMGGHCbDbV/4RamM1mQ5+kGzl+I8cOxo5fYjdm7GDs+I0ce10kKSWEEEIIh/j8c43k5Cwg1tlNaXM6depEQUEBWVlZhIeHA7B//34uvvhiJ7esdtHRkJLi7FYIIYQQoi2TNJ0QQgghhJN5e3szYsQI3n33XYqKilixYgX79u1jxIgRzm6aEEIIIUSzkaSUEEIIIUQr8PDDD3P06FFGjx7Nq6++ysyZMwkICHB2s4QQQgghmo0M3xNCCCGEaAWCgoJ44403nN0MIYQQQogWIz2lhBBCCCGEEEIIIUSLk6SUEEIIIYQQQgghhGhxkpQSQgghhBBCCCGEEC1OklJCCCGEEEIIIYQQosVJUkoIIYQQQgghhBBCtDhJSgkhhBBCCCGEEEKIFidJKSGEEEIIIYQQQgjR4kyapmnOboQQQgghhBBCCCGEMBbpKSWEEEIIIYQQQgghWpwkpYQQQgghhBBCCCFEi5OklBBCCCGEEEIIIYRocZKUEkIIIYQQQgghhBAtTpJSQgghhBBCCCGEEKLFSVJKCCGEEEIIIYQQQrQ4SUoJIYQQQgghhBBCiBYnSSkhhBBCCCGEEEII0eIkKSWEEEIIIYQQQgghWpwkpYQQQgghhBBCCCFEi5OklBBCCCGEEEIIIYRocZKUEkIIIYQQQgghhBAtztXZDWgPtm3bRm5uLnFxcURFRaFpGiaTydnNahHbt2/n2LFjdOzYkc6dOzu7OS1Ojr0xj70cd2Med5Bjb+RjLxpOPi/G/LwY+biDHHujHnsjH3eQY2/kY+8I0lOqkTRNo7S0lKeeeoq77rqLb775hmnTprFy5UrKysqc3bxml5uby4MPPsi9997Lr7/+yrRp01i+fLmzm9Ui5Ngb89jLcTfmcQc59kY+9qLh5PNizM+L0Y87yLE36rE36nEHOfZGPvaOJj2lGslkMnHs2DHS0tL48ssvCQ8P5+OPP2bu3LmUlZUxcuRIZzex2ZSUlPDmm2/i7u7OL7/8AkB8fDzvvPMOI0aMcHLrmp8ce2MeeznuxjzuIMfeyMdeNJx8Xoz5eTHycQc59kY99kY+7iDH3sjH3tGkp1QTbN68mZycHMLDwwG47rrr6NatG6tWreLAgQNObl3zKC8vx93dnTPOOIOJEydal0+ePJmCggJSU1Od2LqWI8femMdejrsxjzvIsTfysRcNJ58XY35ejHjcQY49GPPYy3FX5Ngb99g7kiSl7LR9+3Yef/xxPvzwQ7Zu3QpAUlISx44dY/v27dbtLr30UrKzs9m1a5ezmupwu3fvZunSpYDqpgkwatQo+vfvb91m165dBAQEEBkZ6YwmNis59sY89nLcjXncQY69kY+9aDj5vBjz82Lk4w5y7I167I183EGOvZGPfXOTpJQd1qxZw913301ERAS7du3ipZdeYsmSJYSEhDBmzBjmzZtn3bZ79+6EhYWxYcMGACwWi7Oa3WTl5eW8++67TJs2jUceeYQTJ07g6uqKxWLBbDZbtwE4dOgQYWFhzmxus5Bjb8xjL8fdmMcd5Ngb+diLhpPPizE/L0Y97iDH3qjH3ujHHeTYG/nYtwRJStlh5cqVjB8/njvvvJMnnniCCRMm8Nxzz3Hy5ElGjRpFRkYGP//8s3X74cOHs379esrLy61v1raosLCQ48eP89JLLzF69GieeuqpGtvomeKtW7eSkJCAq6sqU5aammpd15bJsTfmsZfjbszjDnLsjXzsRcPJ58WYnxejHneQY2/UY2/04w5y7I187FtC232HtAD9TeTl5UVOTo7175dddhmJiYm89tprnHHGGZx11lm8+uqrHDx4EFBd90aOHImLi4uzmu4Qvr6+XH/99QwdOpT77ruPNWvWsGnTJsxms3VGBf1Dl52dzbhx41izZg0jRozgq6++smaN2yI59sY89nLcjXncQY69kY+9aDj5vBjz82L04w5y7I167I163EGOvZGPfUsyaZK+q0LTNEwmU5Vlc+fOJTU1lalTp9KpUycA9u/fzzXXXMPChQuJjIzk8ccfJyMjg9zcXHJycpg5cyaDBg1yRgiNZiv2yt58802WLVvGggULqiw/ePAgt912m7Ur4z333MOFF17Y3M11uMrdMHVGOfa2Yq+svR/76oxy3OvTno97bd93Rjj29X3XQ/s+9qJx5PzImOdHRj43Ajk/qs5Ix74u7fm4y/mRnB85hSa00tJSbffu3TWWWywWTdM0befOndqtt96qLV68WCstLbWuf+CBB7T3339f0zRNKysr0zIzM7Xly5e3TKMdpLbYbSkuLtbOP/987csvv6yyPDk5WRs2bJg2Z86cZmhh8yotLdV++OGHGsuNcuxtxW5Lezv2JSUl2jvvvKOdOnWqynIjHPfaYrelvR13TVPxv//++9qaNWuqLDfKsbcVuy3t8diLhpPzI2OeHxn53EjT5PxIzo/k/Kgyoxx7OT9yLsMP3/vss8+45JJLeO2115g5cybr16+3rtMzpd27d6dXr1788ccf/P3339b1FouFiIgI67/Dw8MZPnx4i7W9qeqKvTpN03B3d+fuu+/mnXfeAeDTTz9l586ddOrUiV9++YVp06a1UMsd59FHH+XJJ5/kt99+AyoK1bX3Yw+1x15dezv2n376KRdddBEbNmzA1dW1yljv9n7c64q9uvZ23AF++eUXxo4dy+bNmwkODqaoqMi6rr0f+7pir649HnvRcHJ+ZNzzIyOfG4GcH8n5kZwfyfmRbe3x2LcWrs5ugLMUFBTw+uuvs3nzZv7zn/8QFRXFQw89xKZNmxg4cKC1q67ebffaa6/lnXfe4f3336ewsBBPT08OHTpk/RC2pfGy9sZemf6FNG7cON566y0GDx5MeHg4Z511FgCenp4tGkNTlZeX4+LiQnx8PMXFxbz//vuMGDECFxcXa9fN9njswb7YK2svxz4/P59nnnmGZcuW8cknn9C5c2eb27XH425v7JW1l+Ous1gs/Pnnnzz88MOMGTOmxnpN09A0rd0de7Av9sqf+/Z27EXDyPmRcc+PjHxuBHJ+JOdHcn4k50dVyflRyzF0T6kLLriAL774gl69elFUVERaWhrFxcVVTjrMZjOaphEcHMztt99OUlISX331FTNmzOC6665rU+NkK7Mn9sosFgunTp3iyiuvpKSkhJkzZ/LDDz8QHx/fwi13DP1Lc8eOHVx88cV07NiRd999F6iYtrS9Hnt7Yq+svRx7TdOIj4/nrLPOonPnzuTk5LBw4UI2bdpEQUGBdbv2eNztjb2y9nLcdcePH2ft2rUMHz6c7OxsXn75ZRYsWMCWLVsAdaLRHo892Bd7Ze3t2IuGk/MjY54fGfncCOT8SM6P5PxIzo/k/MhZDFXofPHixcTFxREfH4+npyelpaW4ubmxbNky/vWvfzFixAi6d+9OaGgoPXr0IDEx0XrXpLK8vDx8fX2dFEXjOCr2uXPntsluiYsXLyY+Pp64uDg8PT0pKyvD1dWVN998k6FDh3L8+HHefvttvvrqK9zc3ADbxS3b6rF3ROxt8djr7/u4uDi8vLzYvXs3c+bMYe/eveTl5ZGUlMSmTZs455xzmDRpEl26dGlXx90RsbfF4w413/eHDx/m/fffZ9CgQbz33nucffbZnDx5kv3793PfffcxdOjQdvV974jY2+qxFw0n50fGPD8y8rkRyPmRnB/J+ZGcH8n5UWthiKTUkiVLePXVV4mLi6OkpAQ/Pz+ee+45fHx8ADhy5AgeHh6EhISQmZnJggUL2LVrF2+88YaTW950joq9vtlHWqv64r/11lu5/fbb6d+/P0899RR79+4lODiYV199tc11Qa3OUbG3xWNfPXYfHx/+85//4OrqyqJFi1izZg133XUX0dHRbN68mV9//RWLxcIDDzzg7KY3maNib4vHHWrG7+vryyuvvEJBQQH/93//h5ubG8OHD2f8+PEUFxfz9ddf8+233/LFF184u+lN5qjY2+qxFw0n50fGPD8y8rkRyPmRnB/J+ZGcH8n5UavTnFXUW4O//vpLu+6667Q///xT0zRNO3HihHbxxRdrv/32m6ZpFTMKaJpmnUlg8eLF2rRp07S0tLSWb7ADGTl2Tas/fk3TtDfffFNLT0/XNm/erF111VXa8OHDtddff13TNK3KzBJtjcReM/alS5dqmqZpR48e1U6cOKFpmpolRNM0bdasWdoTTzyhFRYWOqXNjmLk2DWt9vh/+eUXTdM07YsvvtCSkpK0jz/+WNM09X+wc+dO7brrrtMOHDjgtHY7gpFjF41j5HMEid2Y5weaZuz4jXyOYOTYNc3Y5whGjr0tafepvm7dujF27FjOPPNMSkpKCAwM5Oyzz2bjxo1A1bGirq6q7vvx48fp0KEDUVFRTmmzoxg5dqg/foA1a9bwz3/+k8cee4yRI0cyfvx4Vq1aBVT8n7RFEnvN2PWZQkJDQwkMDAQq6keUlpbi5eXV5gsUGjl2qD/+q666iqSkJDIzM9m7dy8uLi5kZWURHh5ObGyscxvfREaOXTSOkc8RJHZjnh+AseM38jmCkWMHY58jGDn2tqTdJ6UCAwO5+uqrMZlMuLu7A5CWlkZiYiJQMc1rVlYWp06d4q233uLDDz+0TmWpteHRjUaOHeqPH+Dyyy8nPj6eWbNmcdttt3H55Zczfvx460wTbZXEXv/7/uTJkxQXF/PWW2+xaNEiRowY4bQ2O4qRY4fa4+/evbt1m1tvvZXCwkIeffRRnn/+eZ588kmSkpKsRTzbKiPHLhrHyOcIErsxzw/A2PEb+RzByLGDsc8RjBx7W9J20/3VpKWlERoaioeHh831mqZRXl6OxWKhoKCA0NBQoCIbvmnTJr788ktcXFx49913iYuLA2pW3W+NjBw7NC5+7fQUnxMnTmTixInWbfXCh22FxN749/26deuYO3cunp6evPXWWxJ7G9KU933//v3p3r07a9as4eDBg8yZM6dNfecZOXbROEY+R5DYjXl+AMaO38jnCEaOHYx9jmDk2NuF5hsZ2DL27NmjTZkyRXvooYe0gwcPVllna9x3SkqKNmHCBK28vFzTNE1LS0vTSkpKtFOnTtV4fmtn5Ng1renxp6ena6dOnWqJpjqcxN742I8cOaKVlpZqJ0+e1Pbs2dMSTXYYI8euaY6JPzc3tyWa6nBGjl00jpHPESR2Y54faJqx4zfyOYKRY9c0Y58jGDn29qRND99LTk7m0UcfZejQoTz77LN06tQJUJXxQY37LigoYN26dZSUlACwefNmBg8ejNls5sEHH+Taa68lNTUVX1/fNpUNN3Ls4Jj4r776ao4ePeq0GBpLYm9a7Ndccw0pKSn4+/vTtWtXp8XSUEaOHRwXf3Z2ttNiaCwjxy4ax8jnCBK7Mc8PwNjxG/kcwcixg7HPEYwce3vTppNSq1atYtCgQdxxxx24uLhw8OBBAOtUjR9//DEjRoxg8+bN1mU7d+7k+++/Z9SoUbi5ufH999+TkJDgtBgay8ixg+Pij4+Pd1oMjSWxG/N9b+TYQd73Ro1dNI6Rvy8kduN+Vxg5fnnfGzN2kPe9UWNvb9pUTan8/Hx8fHys/zaZTPj4+PD3338zc+ZMvLy86NChA8OHD2f06NGkpKTw4Ycf0rNnT+tz8vLyiI2N5amnnqJLly7OCKNRjBw7GDt+iV1iB2PFDsaO38ixi8Yx8ntGYjdm7GDs+CV2Y8YOxo7fyLG3dyZNa/0l5dPS0pgxYwaenp74+/vz4IMPEhAQwNy5czlx4gTZ2dmMGDGCgQMH8vPPP/PBBx/wySefEBERAagufJqm4eLiUuPN3NoZOXYwdvwSu8RutNjB2PEbOXbROEZ+z0jsxowdjB2/xG7M2MHY8Rs5dqNo9UmpgoIC7rnnHrp3786ECRN47rnnCA4OZurUqXh5eXH33XdjNpv55JNP8PX1BeDxxx8nMDCQ+++/H4vFYu2u19YYOXYwdvwSu8RutNjB2PEbOXbROEZ+z0jsxowdjB2/xG7M2MHY8Rs5diNp9UcoKysLs9nMlClTiIuL44UXXsDX15evvvqKqKgoLrjgAry9vUlNTbU+x93dnfDwcKBtT+No5NjB2PFL7BK70WIHY8dv5NhF4xj5PSOxGzN2MHb8ErsxYwdjx2/k2I2k1SelAHbv3o2XlxcAgYGBjB49mvz8fJYuXcr1119PWFgYn376KZs3b2bbtm1s377dWrCsrb8RjRw7GDt+iV1iN1rsYOz4jRy7aBwjv2ckdmPGDsaOX2I3Zuxg7PiNHLtRtPqkVFxcHN26deO9996zLktKSiIiIoItW7bg5+fHfffdR2RkJO+++y4PPvggkydPZtiwYU5stWMYOXYwdvwSu8SuM0rsYOz4jRy7aBwjv2ckdmPGDsaOX2I3Zuxg7PiNHLuhaG3AihUrtHHjxmmHDh2yLvv111+1SZMmVdnu2LFjLd20Zmfk2DXN2PFL7BK7ziixa5qx4zdy7KJxjPyekdiNGbumGTt+id2YsWuaseM3cuxG0ep7SgEMHjyYpKQknnnmGeuyLl264O3tTU5OjnVZcHCwE1rXvIwcOxg7foldYtcZJXYwdvxGjl00jpHfMxK7MWMHY8cvsRszdjB2/EaO3Sha/ex7usLCQiZPnkxiYiL9+vVj4cKFDB48mAcffNDZTWt2Ro4djB2/xC6xGy12MHb8Ro5dNI6R3zMSuzFjB2PHL7EbM3YwdvxGjt0I2kxSCuDAgQNs2bKFFStWMGDAAKZMmeLsJrUYI8cOxo5fYpfYjRY7GDt+I8cuGsfI7xmJ3Zixg7Hjl9iNGTsYO34jx97etamklE7TNMNW0jdy7GDs+CV2id2IjBy/kWMXjWPk94zEbszYwdjxS+zGjB2MHb+RY2+v2mRSSgghhBBCCCGEEEK0bW2i0LkQQgghhBBCCCGEaF8kKSWEEEIIIYQQQgghWpwkpYQQQgghhBBCCCFEi5OklBBCCCGEEEIIIYRocZKUEkIIIYQQQgghhBAtTpJSQgghhBBCCCGEEKLFSVJKCCGEEEIIIYQQQrQ4SUoJIYQQQgghhBBCiBbn6uwGCCFEY9xyyy1s3LgRALPZjKenJ6GhofTr14+rrrqK7t27N2h/M2bMYNGiRQwcOJD33nuvOZoshBBCCNGs5PxICNHWSE8pIUSb5ubmRs+ePfH19SU1NZXvv/+eqVOnsnDhQmc3TQghhBDCKeT8SAjRVpg0TdOc3QghhGgo/U5gZGQk33//PQA7duzgoYceIj09HRcXF+bNm4eXlxfPPvss+/fvJycnB4COHTty+eWXc/XVV2MymbjkkktIT0+v8RrvvPMOSUlJHD16lLfffpvVq1eTk5NDhw4duOSSS5g2bRqurtLhVAghhBCtg5wfCSHaGukpJYRoN3r27Mn9998PQHl5Od9++y05OTn8+eefAMTFxeHj48OBAwd45ZVX+OqrrwBITEwkMDAQAB8fH3r37k3v3r3x9fUlJyeHadOm8f3331NYWEh8fDwZGRm88847PPvss06JUwghhBDCXnJ+JIRozSQpJYRoVwYMGGD9+4EDB+jYsSPfffcdP/zwA59++ilLlixh4MCBAPz8888A/Oc//2HYsGGAOgGbO3cuc+fOpXv37nz55ZdkZmYSEhLCwoUL+fzzz3nhhRcAWLRoEampqS0coRBCCCFEw8j5kRCitZJ+lUKIdqX6iGQXFxc++ugjVq5cydGjRykvL7euO3r0aL372759OwDHjh3jvPPOq/Fa27ZtIyYmxgEtF0IIIYRoHnJ+JIRorSQpJYRoVzZt2mT9e0JCAi+//LK1qGenTp3w9/fn8OHD5OTkYLFY7N6vj48P8fHxNZZ7eno2uc1CCCGEEM1Jzo+EEK2VJKWEEO3Gjh07eOWVVwB1B/CSSy7hkUceAeDMM8/kv//9L8XFxUyfPt1a1FOnnzwVFRVVWd6zZ09WrVqFi4sLM2fOJCoqCoD8/Hx+//13zj333GaOSgghhBCi8eT8SAjRmklSSgjRpmVnZzNt2jSOHj1KVlYWmqbh4uLCI488QkJCAl27dmX//v2sWbOGK664gtzc3Bpd2EEV+QR14nbVVVfh5eXFO++8w5VXXsm3335LVlYWEyZMID4+nvz8fDIzMykrK2PcuHEtHLEQQgghRN3k/EgI0VZIUkoI0aaVlpayfft2vLy8iImJoW/fvkyePJnu3bsDcN9991FYWMi6desoKCjguuuu4+DBgyxatKjKfi699FI2btzI2rVr2b9/PwAWi4WgoCDmzJnDO++8w+rVq9m/fz9BQUEMGDCAc845p8XjFUIIIYSoj5wfCSHaCpNmKyUuhBBCCCGEEEIIIUQzMju7AUIIIYQQQvx/O3ZMAAAAgDCof2tb7BFiAAD8kVIAAAAA5KQUAAAAADkpBQAAAEBOSgEAAACQk1IAAAAA5KQUAAAAADkpBQAAAEBOSgEAAACQk1IAAAAA5KQUAAAAALkBQ7obFTkVpGYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols_to_plot = ['OT', 'HULL', 'MUFL', 'MULL']\n",
    "\n",
    "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(12,8))\n",
    "\n",
    "for i, ax in enumerate(axes.flatten()):\n",
    "    col = cols_to_plot[i]\n",
    "        \n",
    "    ax.plot(test_df[col], label='Actual', ls='-', color='blue')\n",
    "    ax.plot(preds_df[col], label='TiDE', ls='--', color='green')\n",
    "    \n",
    "    ax.legend(loc='best')\n",
    "    ax.set_xlabel('Date')\n",
    "    ax.set_title(col)\n",
    "    \n",
    "plt.tight_layout()\n",
    "fig.autofmt_xdate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e7357bc4-33bd-4a9f-b8d2-f221383fca50",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.1925986417387051 3.5764361547192474\n"
     ]
    }
   ],
   "source": [
    "from darts.metrics import mae, mse\n",
    "\n",
    "tide_mae = mae(test, pred_tide)\n",
    "tide_mse = mse(test, pred_tide)\n",
    "\n",
    "print(tide_mae, tide_mse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "4556f12c-477e-4050-8fc4-7ef66f4ac376",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_494ed_row0_col0, #T_494ed_row1_col0 {\n",
       "  background-color: lightgreen;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_494ed\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_494ed_level0_col0\" class=\"col_heading level0 col0\" >TiDE</th>\n",
       "      <th id=\"T_494ed_level0_col1\" class=\"col_heading level0 col1\" >TSMixer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_494ed_level0_row0\" class=\"row_heading level0 row0\" >mae</th>\n",
       "      <td id=\"T_494ed_row0_col0\" class=\"data row0 col0\" >1.192599</td>\n",
       "      <td id=\"T_494ed_row0_col1\" class=\"data row0 col1\" >1.611139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_494ed_level0_row1\" class=\"row_heading level0 row1\" >mse</th>\n",
       "      <td id=\"T_494ed_row1_col0\" class=\"data row1 col0\" >3.576436</td>\n",
       "      <td id=\"T_494ed_row1_col1\" class=\"data row1 col1\" >5.231349</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1b7a05c8f10>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = {'TiDE': \n",
    "            [tide_mae, \n",
    "             tide_mse],\n",
    "       'TSMixer': \n",
    "            [1.611139, \n",
    "             5.231349]}\n",
    "\n",
    "metrics_df = pd.DataFrame(data=data)\n",
    "metrics_df.index = ['mae', 'mse']\n",
    "\n",
    "metrics_df.style.highlight_min(color='lightgreen', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "25e7f196-dddf-45e9-ab04-89d71a62233f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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